diff --git a/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/ids_test.txt b/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fda74eb619cf5459656b297155931d36cd3178a7
--- /dev/null
+++ b/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/ids_test.txt
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diff --git a/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/ids_train.txt b/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/ids_train.txt
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index 0000000000000000000000000000000000000000..53cf215329a774b84089e85649ea43a99f4e0a87
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diff --git a/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/ids_valid.txt b/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..328ce584296cebfaa71ab1f202d4fd9b361feca9
--- /dev/null
+++ b/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/ids_valid.txt
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diff --git a/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/meta.json b/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..62fc843837758a6fd2b28b27cfdd2771536d5cc6
--- /dev/null
+++ b/extract/ab_modality/embeddings/fluorescence/esm3_seqonly/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "esm3_seqonly",
+ "family": "patched",
+ "target": "esm3_seqonly",
+ "weights": "pretrained",
+ "rule": "final trunk residue embeddings, sequence track only; structure track masked, no coordinates",
+ "env": "base",
+ "checkpoint": "esm3-sm-open-v1/data/weights/esm3_sm_open_v1.pth",
+ "dtype": "bfloat16",
+ "n_parameters": 1401735748,
+ "inputs_passed": "sequence track: true residues; structure track: mask token at every position (no coordinates, so no VQ-VAE tokens and no geometric attention input); function, SASA and secondary-structure tracks at their defaults",
+ "patch": "patched/esm3_seqonly.py (modality ablation of patched/esm3_inproc.py)",
+ "task": "fluorescence",
+ "date": "2026-09-25 16:09",
+ "seconds": 632.4,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/fluorescence.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1536,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10500,
+  "numerical_rank": 1536,
+  "max_abs": 10301.83984375
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.27526844623722635,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/ids_test.txt b/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fda74eb619cf5459656b297155931d36cd3178a7
--- /dev/null
+++ b/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/ids_train.txt b/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/ids_train.txt
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index 0000000000000000000000000000000000000000..53cf215329a774b84089e85649ea43a99f4e0a87
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diff --git a/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/ids_valid.txt b/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..328ce584296cebfaa71ab1f202d4fd9b361feca9
--- /dev/null
+++ b/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/meta.json b/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..8ebe71a3cdc00a1812fb792f777f5074a3007dc7
--- /dev/null
+++ b/extract/ab_modality/embeddings/fluorescence/saprot_seqonly/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "saprot_seqonly",
+ "family": "patched",
+ "target": "saprot_seqonly",
+ "weights": "pretrained",
+ "rule": "final hidden states at the L residue positions of AA+'#' tokens (3Di masked)",
+ "env": "base",
+ "checkpoint": "westlake-repl/SaProt_650M_AF2",
+ "checkpoint_revision": "d9b9ad00ef61c0990e611b2b43f2231c7de24b38",
+ "n_parameters": 651242901,
+ "inputs_passed": "amino-acid track: real sequence; 3Di track: '#' (masked structure token) at every residue",
+ "patch": "patched/saprot_seqonly.py (modality ablation of patched/saprot_hf.py)",
+ "task": "fluorescence",
+ "date": "2026-09-25 16:23",
+ "seconds": 878.4,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/fluorescence.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10500,
+  "numerical_rank": 1279,
+  "max_abs": 2.047149181365967
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.3560794577750009,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/ids_test.txt b/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..fda74eb619cf5459656b297155931d36cd3178a7
--- /dev/null
+++ b/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/ids_test.txt
@@ -0,0 +1,3000 @@
+gfp__test_000004
+gfp__test_000006
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diff --git a/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/ids_train.txt b/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..53cf215329a774b84089e85649ea43a99f4e0a87
--- /dev/null
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diff --git a/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/ids_valid.txt b/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..328ce584296cebfaa71ab1f202d4fd9b361feca9
--- /dev/null
+++ b/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/ids_valid.txt
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diff --git a/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/meta.json b/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d4f35337ce356720799419f44be46d8e3cb0999b
--- /dev/null
+++ b/extract/ab_modality/embeddings/fluorescence/saprot_shuf3di/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "saprot_shuf3di",
+ "family": "patched",
+ "target": "saprot_shuf3di",
+ "weights": "pretrained",
+ "rule": "final hidden states at the L residue positions of AA+3Di tokens, 3Di string permuted within the protein (seed from sha256 of the protein id)",
+ "env": "base",
+ "checkpoint": "westlake-repl/SaProt_650M_AF2",
+ "checkpoint_revision": "d9b9ad00ef61c0990e611b2b43f2231c7de24b38",
+ "n_parameters": 651242901,
+ "inputs_passed": "amino-acid track: real sequence; 3Di track: real mini3di tokens permuted within the protein (seed = first 8 bytes of sha256(protein id)); no pLDDT masking",
+ "patch": "patched/saprot_shuf3di.py (control for patched/saprot_seqonly.py)",
+ "task": "fluorescence",
+ "date": "2026-09-25 16:01",
+ "seconds": 896.8,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/fluorescence.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10500,
+  "numerical_rank": 1279,
+  "max_abs": 1.2587398290634155
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.43988864170452435,
+  "rel_change_coord_swap": 0.322458235413735,
+  "rel_change_seq_shuffle": 0.24153720608178586,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/ab_modality/embeddings/solubility/esm3_seqonly/ids_test.txt b/extract/ab_modality/embeddings/solubility/esm3_seqonly/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e95af7d62bf0909a0691261fbae4ec720a0a7121
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/esm3_seqonly/ids_test.txt
@@ -0,0 +1,1329 @@
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diff --git a/extract/ab_modality/embeddings/solubility/esm3_seqonly/ids_train.txt b/extract/ab_modality/embeddings/solubility/esm3_seqonly/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c51047705e18caafbd6637c81085c7f907b21189
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/esm3_seqonly/ids_train.txt
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diff --git a/extract/ab_modality/embeddings/solubility/esm3_seqonly/ids_valid.txt b/extract/ab_modality/embeddings/solubility/esm3_seqonly/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b7ca80bc9e72126861a160c2d5cad3f0a584a1db
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/esm3_seqonly/ids_valid.txt
@@ -0,0 +1,1363 @@
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diff --git a/extract/ab_modality/embeddings/solubility/esm3_seqonly/meta.json b/extract/ab_modality/embeddings/solubility/esm3_seqonly/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1265378478c5d624e36c9d07c205e6b1c3f85c3c
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/esm3_seqonly/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "esm3_seqonly",
+ "family": "patched",
+ "target": "esm3_seqonly",
+ "weights": "pretrained",
+ "rule": "final trunk residue embeddings, sequence track only; structure track masked, no coordinates",
+ "env": "base",
+ "checkpoint": "esm3-sm-open-v1/data/weights/esm3_sm_open_v1.pth",
+ "dtype": "bfloat16",
+ "n_parameters": 1401735748,
+ "inputs_passed": "sequence track: true residues; structure track: mask token at every position (no coordinates, so no VQ-VAE tokens and no geometric attention input); function, SASA and secondary-structure tracks at their defaults",
+ "patch": "patched/esm3_seqonly.py (modality ablation of patched/esm3_inproc.py)",
+ "task": "solubility",
+ "date": "2026-09-25 15:26",
+ "seconds": 401.3,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/solubility.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 1329,
+  "train": 5417,
+  "valid": 1363
+ },
+ "health": {
+  "n_rows": 8109,
+  "dim": 1536,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8109,
+  "numerical_rank": 1536,
+  "max_abs": 12347.3955078125
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.27526844623722635,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/ab_modality/embeddings/solubility/saprot_seqonly/ids_test.txt b/extract/ab_modality/embeddings/solubility/saprot_seqonly/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e95af7d62bf0909a0691261fbae4ec720a0a7121
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/saprot_seqonly/ids_test.txt
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diff --git a/extract/ab_modality/embeddings/solubility/saprot_seqonly/ids_train.txt b/extract/ab_modality/embeddings/solubility/saprot_seqonly/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c51047705e18caafbd6637c81085c7f907b21189
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/saprot_seqonly/ids_train.txt
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diff --git a/extract/ab_modality/embeddings/solubility/saprot_seqonly/ids_valid.txt b/extract/ab_modality/embeddings/solubility/saprot_seqonly/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b7ca80bc9e72126861a160c2d5cad3f0a584a1db
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/saprot_seqonly/ids_valid.txt
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diff --git a/extract/ab_modality/embeddings/solubility/saprot_seqonly/meta.json b/extract/ab_modality/embeddings/solubility/saprot_seqonly/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..55cd36168ddb44ac578f789bee95052213c42de6
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/saprot_seqonly/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "saprot_seqonly",
+ "family": "patched",
+ "target": "saprot_seqonly",
+ "weights": "pretrained",
+ "rule": "final hidden states at the L residue positions of AA+'#' tokens (3Di masked)",
+ "env": "base",
+ "checkpoint": "westlake-repl/SaProt_650M_AF2",
+ "checkpoint_revision": "d9b9ad00ef61c0990e611b2b43f2231c7de24b38",
+ "n_parameters": 651242901,
+ "inputs_passed": "amino-acid track: real sequence; 3Di track: '#' (masked structure token) at every residue",
+ "patch": "patched/saprot_seqonly.py (modality ablation of patched/saprot_hf.py)",
+ "task": "solubility",
+ "date": "2026-09-25 15:26",
+ "seconds": 454.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/solubility.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 1329,
+  "train": 5417,
+  "valid": 1363
+ },
+ "health": {
+  "n_rows": 8109,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8109,
+  "numerical_rank": 1279,
+  "max_abs": 2.512040615081787
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.3560794577750009,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/ab_modality/embeddings/solubility/saprot_shuf3di/ids_test.txt b/extract/ab_modality/embeddings/solubility/saprot_shuf3di/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..e95af7d62bf0909a0691261fbae4ec720a0a7121
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/saprot_shuf3di/ids_test.txt
@@ -0,0 +1,1329 @@
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diff --git a/extract/ab_modality/embeddings/solubility/saprot_shuf3di/ids_train.txt b/extract/ab_modality/embeddings/solubility/saprot_shuf3di/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..c51047705e18caafbd6637c81085c7f907b21189
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/saprot_shuf3di/ids_train.txt
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diff --git a/extract/ab_modality/embeddings/solubility/saprot_shuf3di/ids_valid.txt b/extract/ab_modality/embeddings/solubility/saprot_shuf3di/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b7ca80bc9e72126861a160c2d5cad3f0a584a1db
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/saprot_shuf3di/ids_valid.txt
@@ -0,0 +1,1363 @@
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diff --git a/extract/ab_modality/embeddings/solubility/saprot_shuf3di/meta.json b/extract/ab_modality/embeddings/solubility/saprot_shuf3di/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..021e993c50e13ea27d93fa3711d65fe6840c86da
--- /dev/null
+++ b/extract/ab_modality/embeddings/solubility/saprot_shuf3di/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "saprot_shuf3di",
+ "family": "patched",
+ "target": "saprot_shuf3di",
+ "weights": "pretrained",
+ "rule": "final hidden states at the L residue positions of AA+3Di tokens, 3Di string permuted within the protein (seed from sha256 of the protein id)",
+ "env": "protein_embeddings",
+ "checkpoint": "westlake-repl/SaProt_650M_AF2",
+ "checkpoint_revision": "d9b9ad00ef61c0990e611b2b43f2231c7de24b38",
+ "n_parameters": 651242901,
+ "inputs_passed": "amino-acid track: real sequence; 3Di track: real mini3di tokens permuted within the protein (seed = first 8 bytes of sha256(protein id)); no pLDDT masking",
+ "patch": "patched/saprot_shuf3di.py (control for patched/saprot_seqonly.py)",
+ "task": "solubility",
+ "date": "2026-09-25 16:26",
+ "seconds": 684.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/solubility.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 1329,
+  "train": 5417,
+  "valid": 1363
+ },
+ "health": {
+  "n_rows": 8109,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8109,
+  "numerical_rank": 1279,
+  "max_abs": 1.5785388946533203
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.4398886288765328,
+  "rel_change_coord_swap": 0.32245820448696383,
+  "rel_change_seq_shuffle": 0.2415372871701812,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/ids_test.txt b/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6d32ab23ef3c81176bdd4f24f276b62fb65f254a
--- /dev/null
+++ b/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/ids_test.txt
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diff --git a/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/ids_train.txt b/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7fdb1cb1696b080f70f8b82d9323534b828dbfe3
--- /dev/null
+++ b/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/ids_train.txt
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diff --git a/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/ids_valid.txt b/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d3e555ebf7179bfae258726eeb048681f54a0958
--- /dev/null
+++ b/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/meta.json b/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..c60ec4a571bf99c26963a1c06229be334c3ebd0c
--- /dev/null
+++ b/extract/ab_modality/embeddings/subcellular_localization/esm3_seqonly/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "esm3_seqonly",
+ "family": "patched",
+ "target": "esm3_seqonly",
+ "weights": "pretrained",
+ "rule": "final trunk residue embeddings, sequence track only; structure track masked, no coordinates",
+ "env": "base",
+ "checkpoint": "esm3-sm-open-v1/data/weights/esm3_sm_open_v1.pth",
+ "dtype": "bfloat16",
+ "n_parameters": 1401735748,
+ "inputs_passed": "sequence track: true residues; structure track: mask token at every position (no coordinates, so no VQ-VAE tokens and no geometric attention input); function, SASA and secondary-structure tracks at their defaults",
+ "patch": "patched/esm3_seqonly.py (modality ablation of patched/esm3_inproc.py)",
+ "task": "subcellular_localization",
+ "date": "2026-09-25 16:24",
+ "seconds": 903.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/subcellular_localization.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2473,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 9973,
+  "dim": 1536,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 9973,
+  "numerical_rank": 1536,
+  "max_abs": 11071.7041015625
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.27526844623722635,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/ab_modality/embeddings/subcellular_localization/saprot_seqonly/meta.json b/extract/ab_modality/embeddings/subcellular_localization/saprot_seqonly/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..2fbdbedf6cd62b8200aa3d23d19175b3b7494319
--- /dev/null
+++ b/extract/ab_modality/embeddings/subcellular_localization/saprot_seqonly/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "saprot_seqonly",
+ "family": "patched",
+ "target": "saprot_seqonly",
+ "weights": "pretrained",
+ "rule": "final hidden states at the L residue positions of AA+'#' tokens (3Di masked)",
+ "env": "base",
+ "checkpoint": "westlake-repl/SaProt_650M_AF2",
+ "checkpoint_revision": "d9b9ad00ef61c0990e611b2b43f2231c7de24b38",
+ "n_parameters": 651242901,
+ "inputs_passed": "amino-acid track: real sequence; 3Di track: '#' (masked structure token) at every residue",
+ "patch": "patched/saprot_seqonly.py (modality ablation of patched/saprot_hf.py)",
+ "task": "subcellular_localization",
+ "date": "2026-09-25 16:41",
+ "seconds": 1056.4,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/subcellular_localization.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2473,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 9973,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 9973,
+  "numerical_rank": 1279,
+  "max_abs": 2.4117820262908936
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.3560794577750009,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/ids_test.txt b/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..6d32ab23ef3c81176bdd4f24f276b62fb65f254a
--- /dev/null
+++ b/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/ids_test.txt
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diff --git a/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/ids_train.txt b/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..7fdb1cb1696b080f70f8b82d9323534b828dbfe3
--- /dev/null
+++ b/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/ids_train.txt
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diff --git a/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/ids_valid.txt b/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..d3e555ebf7179bfae258726eeb048681f54a0958
--- /dev/null
+++ b/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/meta.json b/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..478d79cdabf06d4c359963b8bcc5f02afba9f530
--- /dev/null
+++ b/extract/ab_modality/embeddings/subcellular_localization/saprot_shuf3di/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "saprot_shuf3di",
+ "family": "patched",
+ "target": "saprot_shuf3di",
+ "weights": "pretrained",
+ "rule": "final hidden states at the L residue positions of AA+3Di tokens, 3Di string permuted within the protein (seed from sha256 of the protein id)",
+ "env": "base",
+ "checkpoint": "westlake-repl/SaProt_650M_AF2",
+ "checkpoint_revision": "d9b9ad00ef61c0990e611b2b43f2231c7de24b38",
+ "n_parameters": 651242901,
+ "inputs_passed": "amino-acid track: real sequence; 3Di track: real mini3di tokens permuted within the protein (seed = first 8 bytes of sha256(protein id)); no pLDDT masking",
+ "patch": "patched/saprot_shuf3di.py (control for patched/saprot_seqonly.py)",
+ "task": "subcellular_localization",
+ "date": "2026-09-25 16:20",
+ "seconds": 1146.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/subcellular_localization.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2473,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 9973,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 9973,
+  "numerical_rank": 1279,
+  "max_abs": 1.5316975116729736
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.43988864170452435,
+  "rel_change_coord_swap": 0.322458235413735,
+  "rel_change_seq_shuffle": 0.24153720608178586,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/ab_modality/probing_embeddings/ids.txt b/extract/ab_modality/probing_embeddings/ids.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9170e8cc92f3efba2b8fd447f67447debe93e5f8
--- /dev/null
+++ b/extract/ab_modality/probing_embeddings/ids.txt
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diff --git a/extract/embeddings/ec_classification/ankh_base/ids_test.txt b/extract/embeddings/ec_classification/ankh_base/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/ankh_base/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/ankh_base/ids_train.txt b/extract/embeddings/ec_classification/ankh_base/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/ankh_base/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/ankh_base/ids_valid.txt b/extract/embeddings/ec_classification/ankh_base/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/ankh_base/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/ankh_base/meta.json b/extract/embeddings/ec_classification/ankh_base/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e519218ae6655bc64d261e4741b22910e6a6cd1
--- /dev/null
+++ b/extract/embeddings/ec_classification/ankh_base/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "ankh_base",
+ "family": "hf_plm",
+ "target": "ElnaggarLab/ankh-base",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "ElnaggarLab/ankh-base",
+ "checkpoint_revision": "d99cb6b966530dfc2ae96bc69d9255c2a07308b0",
+ "dtype": "float32",
+ "hidden_size": 768,
+ "n_layers": 48,
+ "n_parameters": 453170688,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:49",
+ "seconds": 197.8,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 768,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8874,
+  "numerical_rank": 768,
+  "max_abs": 0.8819675445556641
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.5002829140921271,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/cdconv/ids_test.txt b/extract/embeddings/ec_classification/cdconv/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/cdconv/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/cdconv/ids_train.txt b/extract/embeddings/ec_classification/cdconv/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/cdconv/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/cdconv/ids_valid.txt b/extract/embeddings/ec_classification/cdconv/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/cdconv/ids_valid.txt
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diff --git a/extract/embeddings/ec_classification/cdconv/meta.json b/extract/embeddings/ec_classification/cdconv/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..b8b9058431ee58accfa81f197067f5a7bda94a41
--- /dev/null
+++ b/extract/embeddings/ec_classification/cdconv/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "cdconv",
+ "family": "registry",
+ "target": "cdconv",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "9203855665116c79",
+ "n_parameters": 619184,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:52",
+ "seconds": 74.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 256,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10487,
+  "numerical_rank": 256,
+  "max_abs": 0.20435217022895813
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0015725439880043268,
+  "rel_change_coord_swap": 0.01171523705124855,
+  "rel_change_seq_shuffle": 0.00444194907322526,
+  "rel_change_rigid_motion": 7.287568593028482e-08,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/dimenet/ids_test.txt b/extract/embeddings/ec_classification/dimenet/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/dimenet/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/dimenet/ids_train.txt b/extract/embeddings/ec_classification/dimenet/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/dimenet/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/ec_classification/dimenet/ids_valid.txt b/extract/embeddings/ec_classification/dimenet/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/dimenet/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/dimenet/meta.json b/extract/embeddings/ec_classification/dimenet/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..015ab470005add9ee41d2ce83d9fc9b8f6d154ee
--- /dev/null
+++ b/extract/embeddings/ec_classification/dimenet/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "dimenet",
+ "family": "registry",
+ "target": "dimenet",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "71e5f811f644cdf2",
+ "n_parameters": 362752,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:49",
+ "seconds": 17.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10493,
+  "numerical_rank": 127,
+  "max_abs": 0.9156163334846497
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.00359466125781171,
+  "rel_change_coord_swap": 0.005332541273893109,
+  "rel_change_seq_shuffle": 0.01124036381104809,
+  "rel_change_rigid_motion": 1.23831448402748e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/esm1b/ids_test.txt b/extract/embeddings/ec_classification/esm1b/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm1b/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/esm1b/ids_train.txt b/extract/embeddings/ec_classification/esm1b/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm1b/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/esm1b/ids_valid.txt b/extract/embeddings/ec_classification/esm1b/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm1b/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/esm1b/meta.json b/extract/embeddings/ec_classification/esm1b/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..6e99928c0133907e7c201ed8cd2e5dcb8d44daa6
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm1b/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "esm1b",
+ "family": "hf_plm",
+ "target": "facebook/esm1b_t33_650M_UR50S",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "facebook/esm1b_t33_650M_UR50S",
+ "checkpoint_revision": "7b37824baec4d3658e1df7479222a7c79b465b76",
+ "dtype": "float32",
+ "hidden_size": 1280,
+ "n_layers": 33,
+ "n_parameters": 650716821,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:36",
+ "seconds": 148.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8868,
+  "numerical_rank": 1279,
+  "max_abs": 18.06182098388672
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.11968619571511047,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/esm2_150m/ids_test.txt b/extract/embeddings/ec_classification/esm2_150m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_150m/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/esm2_150m/ids_train.txt b/extract/embeddings/ec_classification/esm2_150m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_150m/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/esm2_150m/ids_valid.txt b/extract/embeddings/ec_classification/esm2_150m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_150m/ids_valid.txt
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diff --git a/extract/embeddings/ec_classification/esm2_150m/meta.json b/extract/embeddings/ec_classification/esm2_150m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..acd1c84b74b37ce23fc790da514fe73bd3af329a
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_150m/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "esm2_150m",
+ "family": "hf_plm",
+ "target": "facebook/esm2_t30_150M_UR50D",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "facebook/esm2_t30_150M_UR50D",
+ "checkpoint_revision": "a695f6045e2e32885fa60af20c13cb35398ce30c",
+ "dtype": "float32",
+ "hidden_size": 640,
+ "n_layers": 30,
+ "n_parameters": 148385241,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:42",
+ "seconds": 76.3,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 640,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8868,
+  "numerical_rank": 639,
+  "max_abs": 7.404055118560791
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.23306057014528236,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/esm2_35m/ids_test.txt b/extract/embeddings/ec_classification/esm2_35m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_35m/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/esm2_35m/ids_train.txt b/extract/embeddings/ec_classification/esm2_35m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_35m/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/ec_classification/esm2_35m/ids_valid.txt b/extract/embeddings/ec_classification/esm2_35m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_35m/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/esm2_35m/meta.json b/extract/embeddings/ec_classification/esm2_35m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..69f357fa10ada72ff987bcc2b7a5c54de2536041
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_35m/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "esm2_35m",
+ "family": "hf_plm",
+ "target": "facebook/esm2_t12_35M_UR50D",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "facebook/esm2_t12_35M_UR50D",
+ "checkpoint_revision": "6fbf070e65b0b7291e7bbcd451118c216cff79d8",
+ "dtype": "float32",
+ "hidden_size": 480,
+ "n_layers": 12,
+ "n_parameters": 33762001,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:41",
+ "seconds": 26.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 480,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8870,
+  "numerical_rank": 479,
+  "max_abs": 6.456844329833984
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.2002921266035882,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/esm2_3b/ids_test.txt b/extract/embeddings/ec_classification/esm2_3b/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_3b/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/esm2_3b/ids_train.txt b/extract/embeddings/ec_classification/esm2_3b/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_3b/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/esm2_3b/ids_valid.txt b/extract/embeddings/ec_classification/esm2_3b/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_3b/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/esm2_3b/meta.json b/extract/embeddings/ec_classification/esm2_3b/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..b0153f6ecd7dd56951185e97bc8bfe46f77083b4
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_3b/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "esm2_3b",
+ "family": "hf_plm",
+ "target": "facebook/esm2_t36_3B_UR50D",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues; fp16 weights",
+ "env": "base",
+ "checkpoint": "facebook/esm2_t36_3B_UR50D",
+ "checkpoint_revision": "476b639933c8baad5ad09a60ac1a87f987b656fc",
+ "dtype": "float16",
+ "hidden_size": 2560,
+ "n_layers": 36,
+ "n_parameters": 2835070881,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:49",
+ "seconds": 396.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 2560,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8993,
+  "numerical_rank": 2559,
+  "max_abs": 14.567831993103027
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.16059037802733606,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/esm2_650m/ids_test.txt b/extract/embeddings/ec_classification/esm2_650m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_650m/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/esm2_650m/ids_train.txt b/extract/embeddings/ec_classification/esm2_650m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_650m/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/esm2_650m/ids_valid.txt b/extract/embeddings/ec_classification/esm2_650m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_650m/ids_valid.txt
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diff --git a/extract/embeddings/ec_classification/esm2_650m/meta.json b/extract/embeddings/ec_classification/esm2_650m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..ab7591e116d331d2a3646cb528374d1223d64ca7
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_650m/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "esm2_650m",
+ "family": "hf_plm",
+ "target": "facebook/esm2_t33_650M_UR50D",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "facebook/esm2_t33_650M_UR50D",
+ "checkpoint_revision": "08e4846e537177426273712802403f7ba8261b6c",
+ "dtype": "float32",
+ "hidden_size": 1280,
+ "n_layers": 33,
+ "n_parameters": 650714261,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:46",
+ "seconds": 273.8,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8868,
+  "numerical_rank": 1279,
+  "max_abs": 8.662246704101562
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.18661678857220632,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/esm2_8m/ids_test.txt b/extract/embeddings/ec_classification/esm2_8m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_8m/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/esm2_8m/ids_train.txt b/extract/embeddings/ec_classification/esm2_8m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_8m/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/esm2_8m/ids_valid.txt b/extract/embeddings/ec_classification/esm2_8m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_8m/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/esm2_8m/meta.json b/extract/embeddings/ec_classification/esm2_8m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd1448e11f81f3a52db98dbb2969d3c6d2cb0868
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm2_8m/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "esm2_8m",
+ "family": "hf_plm",
+ "target": "facebook/esm2_t6_8M_UR50D",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "facebook/esm2_t6_8M_UR50D",
+ "checkpoint_revision": "c731040fcd8d73dceaa04b0a8e6329b345b0f5df",
+ "dtype": "float32",
+ "hidden_size": 320,
+ "n_layers": 6,
+ "n_parameters": 7737401,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:40",
+ "seconds": 14.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 320,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8868,
+  "numerical_rank": 319,
+  "max_abs": 5.3785858154296875
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.2041863371369027,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/esm3/ids_test.txt b/extract/embeddings/ec_classification/esm3/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm3/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/esm3/ids_train.txt b/extract/embeddings/ec_classification/esm3/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm3/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/esm3/ids_valid.txt b/extract/embeddings/ec_classification/esm3/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm3/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/esm3/meta.json b/extract/embeddings/ec_classification/esm3/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..75d26b96095836d343c2cd99ce11ed3d4e81c253
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm3/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "esm3",
+ "family": "patched",
+ "target": "esm3_inproc",
+ "weights": "pretrained",
+ "rule": "final trunk residue embeddings, sequence and structure tracks",
+ "env": "base",
+ "checkpoint": "esm3-sm-open-v1/data/weights/esm3_sm_open_v1.pth",
+ "dtype": "bfloat16",
+ "n_parameters": 1401735748,
+ "inputs_passed": "sequence track: true residues; structure track: VQ-VAE tokens from the real backbone (N, CA, C, O, CB) plus coordinates for geometric attention; function, SASA and secondary-structure tracks at their defaults",
+ "patch": "patched/esm3_inproc.py",
+ "task": "ec_classification",
+ "date": "2026-09-20 12:28",
+ "seconds": 412.3,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1536,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10499,
+  "numerical_rank": 1536,
+  "max_abs": 9116.4443359375
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.3911045424821484,
+  "rel_change_coord_swap": 0.1052052461015038,
+  "rel_change_seq_shuffle": 0.23244728451209695,
+  "rel_change_rigid_motion": 0.0020265780064980155,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/ec_classification/esm_if1/ids_test.txt b/extract/embeddings/ec_classification/esm_if1/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm_if1/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/esm_if1/ids_train.txt b/extract/embeddings/ec_classification/esm_if1/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm_if1/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/esm_if1/ids_valid.txt b/extract/embeddings/ec_classification/esm_if1/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm_if1/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/esm_if1/meta.json b/extract/embeddings/ec_classification/esm_if1/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..dc8c110ef2c7e2f94b65b1f0e01fe82d1779cddd
--- /dev/null
+++ b/extract/embeddings/ec_classification/esm_if1/meta.json
@@ -0,0 +1,38 @@
+{
+ "encoder": "esm_if1",
+ "family": "registry",
+ "target": "esm_if",
+ "weights": "pretrained",
+ "rule": "GVP-Transformer encoder output before decoding",
+ "env": "base",
+ "weights_sha256": "0edb76de890a0108",
+ "n_parameters": 141662150,
+ "task": "ec_classification",
+ "date": "2026-09-20 12:21",
+ "seconds": 543.6,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 512,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10500,
+  "numerical_rank": 511,
+  "max_abs": 1.0864143371582031
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 1.503882278608584,
+  "rel_change_coord_swap": 0.445543380450129,
+  "rel_change_seq_shuffle": 3.5242829269089866e-07,
+  "rel_change_rigid_motion": 1.1080829110650216e-05,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/foldseek_3di/ids_test.txt b/extract/embeddings/ec_classification/foldseek_3di/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/foldseek_3di/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/foldseek_3di/ids_train.txt b/extract/embeddings/ec_classification/foldseek_3di/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/foldseek_3di/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/foldseek_3di/ids_valid.txt b/extract/embeddings/ec_classification/foldseek_3di/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/foldseek_3di/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/foldseek_3di/meta.json b/extract/embeddings/ec_classification/foldseek_3di/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..7bbc9a7d3535a9d57870f8ac6e14c6cccd54ac68
--- /dev/null
+++ b/extract/embeddings/ec_classification/foldseek_3di/meta.json
@@ -0,0 +1,40 @@
+{
+ "encoder": "foldseek_3di",
+ "family": "patched",
+ "target": "foldseek_3di",
+ "weights": "pretrained",
+ "rule": "one-hot 3Di state per residue; protein level is the state frequency",
+ "env": "base",
+ "tool": "mini3di 0.2.1",
+ "inputs_passed": "N, CA, C, CB coordinates",
+ "n_parameters": 0,
+ "patch": "patched/foldseek_3di.py",
+ "task": "ec_classification",
+ "date": "2026-09-20 12:23",
+ "seconds": 24.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 20,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10454,
+  "numerical_rank": 19,
+  "max_abs": 0.9649122953414917
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.7178714286952135,
+  "rel_change_coord_swap": 0.49931369393859204,
+  "rel_change_seq_shuffle": 0.0,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/foldvision/ids_test.txt b/extract/embeddings/ec_classification/foldvision/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/foldvision/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/foldvision/ids_train.txt b/extract/embeddings/ec_classification/foldvision/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/foldvision/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/foldvision/ids_valid.txt b/extract/embeddings/ec_classification/foldvision/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/foldvision/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/foldvision/meta.json b/extract/embeddings/ec_classification/foldvision/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..80512d38c7c23050af46f72a167e8289e191ed9f
--- /dev/null
+++ b/extract/embeddings/ec_classification/foldvision/meta.json
@@ -0,0 +1,42 @@
+{
+ "encoder": "foldvision",
+ "family": "patched",
+ "target": "foldvision_global",
+ "weights": "pretrained",
+ "rule": "native FoldVisionEncoder.encode global embedding; no residue states",
+ "env": "base",
+ "checkpoint": "AlexanderKroll/foldvision-encoder",
+ "n_parameters": 122226304,
+ "inputs_passed": "the structure file as given (all atoms present in it), voxelised by FoldVision's own preprocessing",
+ "patch": "patched/foldvision_global.py",
+ "residue_level": false,
+ "pose": "principal-axis pose with fixed axis signs, applied to the structure file before voxelisation",
+ "task": "ec_classification",
+ "date": "2026-09-20 13:00",
+ "seconds": 2253.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10495,
+  "numerical_rank": 1024,
+  "max_abs": 4.689962863922119
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.9399117827415466,
+  "rel_change_coord_swap": 0.19160349667072296,
+  "rel_change_seq_shuffle": 0.029323811642825603,
+  "rel_change_rigid_motion": 0.0002744854864431545,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/gcpnet_pretrained/ids_test.txt b/extract/embeddings/ec_classification/gcpnet_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/gcpnet_pretrained/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/gcpnet_pretrained/ids_train.txt b/extract/embeddings/ec_classification/gcpnet_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/gcpnet_pretrained/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/gcpnet_pretrained/ids_valid.txt b/extract/embeddings/ec_classification/gcpnet_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/gcpnet_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/gcpnet_pretrained/meta.json b/extract/embeddings/ec_classification/gcpnet_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..019b07030a3dceced9721cb0c8fa84c6808fa6f6
--- /dev/null
+++ b/extract/embeddings/ec_classification/gcpnet_pretrained/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "gcpnet_pretrained",
+ "family": "patched",
+ "target": "gcpnet_official",
+ "weights": "pretrained",
+ "rule": "official PSR model; 100 scalar channels + 16 vector norms, mean over the heavy atoms of each residue",
+ "env": "base",
+ "checkpoint": "external_repos/GCPNet/checkpoints/PSR/model_epoch_115_localpearson_0_616_localspearman_0_532_localkendall_0_385_globalpearson_0_871_globalspearman_0_869_globalkendall_0_676.ckpt",
+ "checkpoint_sha256": "ff7b73be01fb57d5",
+ "checkpoint_loaded_by": "strict=True",
+ "weights_sha256": "15bd126ac55f26a2",
+ "n_parameters": 1153181,
+ "inputs_passed": "all heavy atoms of the structure file (elements and coordinates); residue identity enters through side-chain atoms",
+ "patch": "patched/gcpnet_official.py",
+ "task": "ec_classification",
+ "date": "2026-09-20 12:16",
+ "seconds": 1050.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 116,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10498,
+  "numerical_rank": 115,
+  "max_abs": 2.2299206256866455
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.5457864701747894,
+  "rel_change_coord_swap": 0.26095232367515564,
+  "rel_change_seq_shuffle": 0.035692403092980385,
+  "rel_change_rigid_motion": 0.00025720445410115644,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/ec_classification/gcpnet_random/ids_test.txt b/extract/embeddings/ec_classification/gcpnet_random/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/gcpnet_random/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/gcpnet_random/ids_train.txt b/extract/embeddings/ec_classification/gcpnet_random/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/gcpnet_random/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/gcpnet_random/ids_valid.txt b/extract/embeddings/ec_classification/gcpnet_random/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/gcpnet_random/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/gcpnet_random/meta.json b/extract/embeddings/ec_classification/gcpnet_random/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d165298e22b1a14ec9f0d67d196986851e7f6e98
--- /dev/null
+++ b/extract/embeddings/ec_classification/gcpnet_random/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "gcpnet_random",
+ "family": "patched",
+ "target": "gcpnet_official_random",
+ "weights": "random",
+ "rule": "official architecture, random weights; 100 scalar channels + 16 vector norms per residue",
+ "env": "base",
+ "checkpoint": null,
+ "checkpoint_sha256": null,
+ "checkpoint_loaded_by": "none (random weights, fixed seed)",
+ "weights_sha256": "cdec9adf86f7cd39",
+ "n_parameters": 1153181,
+ "inputs_passed": "all heavy atoms of the structure file (elements and coordinates); residue identity enters through side-chain atoms",
+ "patch": "patched/gcpnet_official.py",
+ "task": "ec_classification",
+ "date": "2026-09-20 12:12",
+ "seconds": 1294.7,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 116,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10498,
+  "numerical_rank": 116,
+  "max_abs": 2.1283929347991943
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.06854108721017838,
+  "rel_change_coord_swap": 0.005355736007913947,
+  "rel_change_seq_shuffle": 0.0014149971539154649,
+  "rel_change_rigid_motion": 1.3336670690478059e-05,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/gearnet/ids_test.txt b/extract/embeddings/ec_classification/gearnet/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/gearnet/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/gearnet/ids_train.txt b/extract/embeddings/ec_classification/gearnet/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/gearnet/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/gearnet/ids_valid.txt b/extract/embeddings/ec_classification/gearnet/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/gearnet/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/gearnet/meta.json b/extract/embeddings/ec_classification/gearnet/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1fbe2a727f42f2015f7a75edfed28a1cdea9487a
--- /dev/null
+++ b/extract/embeddings/ec_classification/gearnet/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "gearnet",
+ "family": "registry",
+ "target": "gearnet",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "c0af89eafe340139",
+ "n_parameters": 6641408,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:50",
+ "seconds": 35.9,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 512,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10490,
+  "numerical_rank": 511,
+  "max_abs": 2.4912447929382324
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.05966170943530161,
+  "rel_change_coord_swap": 0.0903857713791805,
+  "rel_change_seq_shuffle": 0.2058370455057908,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/gearnet_pretrained/ids_test.txt b/extract/embeddings/ec_classification/gearnet_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/gearnet_pretrained/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/gearnet_pretrained/ids_train.txt b/extract/embeddings/ec_classification/gearnet_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/gearnet_pretrained/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/ec_classification/gearnet_pretrained/ids_valid.txt b/extract/embeddings/ec_classification/gearnet_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/gearnet_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/gearnet_pretrained/meta.json b/extract/embeddings/ec_classification/gearnet_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..5094d0b6d354589e97a33f53871b79c31de81af2
--- /dev/null
+++ b/extract/embeddings/ec_classification/gearnet_pretrained/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "gearnet_pretrained",
+ "family": "registry",
+ "target": "gearnet_pretrained",
+ "weights": "pretrained",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "checkpoints/gearnet/mc_gearnet_edge.pth",
+ "checkpoint_sha256": "6dc11e2db6eff3c9",
+ "checkpoint_loaded_by": "wrapper load_pretrained()",
+ "weights_sha256": "9eaaa8a2c8a79a37",
+ "n_parameters": 20145635,
+ "task": "ec_classification",
+ "date": "2026-09-20 12:50",
+ "seconds": 3220.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 512,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10491,
+  "numerical_rank": 512,
+  "max_abs": 230.4438934326172
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.6126984392243746,
+  "rel_change_coord_swap": 0.8348703678855703,
+  "rel_change_seq_shuffle": 0.9662573225933023,
+  "rel_change_rigid_motion": 1.227835207432804e-07,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/ec_classification/gvp/ids_test.txt b/extract/embeddings/ec_classification/gvp/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/gvp/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/gvp/ids_train.txt b/extract/embeddings/ec_classification/gvp/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/gvp/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/gvp/ids_valid.txt b/extract/embeddings/ec_classification/gvp/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/gvp/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/gvp/meta.json b/extract/embeddings/ec_classification/gvp/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..6a7a2bb02fe5941e27dc85a02756bd2e29ff6889
--- /dev/null
+++ b/extract/embeddings/ec_classification/gvp/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "gvp",
+ "family": "patched",
+ "target": "gvp_inproc",
+ "weights": "random",
+ "rule": "scalar channels + vector norms (invariant), masked mean",
+ "env": "base",
+ "weights_sha256": "4199962f00f771e2",
+ "seed": 20260919,
+ "n_parameters": 476935,
+ "inputs_passed": "backbone coordinates and residue identity",
+ "patch": "patched/gvp_inproc.py",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:51",
+ "seconds": 40.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 116,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10496,
+  "numerical_rank": 115,
+  "max_abs": 2.8747050762176514
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.031185461271423555,
+  "rel_change_coord_swap": 0.006320151100567703,
+  "rel_change_seq_shuffle": 0.002777472080823019,
+  "rel_change_rigid_motion": 8.660755294108896e-08,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/ipa/ids_test.txt b/extract/embeddings/ec_classification/ipa/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/ipa/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/ipa/ids_train.txt b/extract/embeddings/ec_classification/ipa/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/ipa/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/ipa/ids_valid.txt b/extract/embeddings/ec_classification/ipa/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/ipa/ids_valid.txt
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diff --git a/extract/embeddings/ec_classification/ipa/meta.json b/extract/embeddings/ec_classification/ipa/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..12914e9d919f47cdd3e81627454bba11e7f59622
--- /dev/null
+++ b/extract/embeddings/ec_classification/ipa/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "ipa",
+ "family": "registry",
+ "target": "ipa",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues; input in canonical pose",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "e78c71b9309a3464",
+ "n_parameters": 648016,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:50",
+ "seconds": 28.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10497,
+  "numerical_rank": 127,
+  "max_abs": 1.6419694423675537
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.12257406862558927,
+  "rel_change_coord_swap": 0.05155514827303004,
+  "rel_change_seq_shuffle": 0.07979831152335126,
+  "rel_change_rigid_motion": 3.2879219539658516e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/ipa_pretrained/ids_test.txt b/extract/embeddings/ec_classification/ipa_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/ipa_pretrained/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/ipa_pretrained/ids_train.txt b/extract/embeddings/ec_classification/ipa_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/ipa_pretrained/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/ec_classification/ipa_pretrained/ids_valid.txt b/extract/embeddings/ec_classification/ipa_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/ipa_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/ipa_pretrained/meta.json b/extract/embeddings/ec_classification/ipa_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e92c21db9fdabd89db215634cfe347fa5540e5c8
--- /dev/null
+++ b/extract/embeddings/ec_classification/ipa_pretrained/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "ipa_pretrained",
+ "family": "registry",
+ "target": "ipa_pretrained",
+ "weights": "pretrained",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues; input in canonical pose",
+ "env": "base",
+ "checkpoint": "checkpoints/ipa_pretrained/best.pt",
+ "checkpoint_sha256": "cd4ca8e7f61daba2",
+ "checkpoint_loaded_by": "strict load of 'encoder_state': 95 of 95 tensors",
+ "weights_sha256": "d858a2f47e2041f3",
+ "n_parameters": 648016,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:58",
+ "seconds": 38.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10497,
+  "numerical_rank": 128,
+  "max_abs": 0.9883084297180176
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.3578876769927287,
+  "rel_change_coord_swap": 0.3508907403254852,
+  "rel_change_seq_shuffle": 0.22938647879487625,
+  "rel_change_rigid_motion": 4.3390429659433e-06,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/ec_classification/mace/ids_test.txt b/extract/embeddings/ec_classification/mace/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/mace/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/mace/ids_train.txt b/extract/embeddings/ec_classification/mace/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/mace/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/mace/ids_valid.txt b/extract/embeddings/ec_classification/mace/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/mace/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/mace/meta.json b/extract/embeddings/ec_classification/mace/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..cd5840b38b1ba7a239b5a08172a20dca11551af4
--- /dev/null
+++ b/extract/embeddings/ec_classification/mace/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "mace",
+ "family": "registry",
+ "target": "mace",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "e8e9d6fd9722cc4e",
+ "n_parameters": 584064,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:50",
+ "seconds": 24.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10495,
+  "numerical_rank": 127,
+  "max_abs": 1.0684669017791748
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.014915865242322838,
+  "rel_change_coord_swap": 0.05683945173750876,
+  "rel_change_seq_shuffle": 0.0523291422188011,
+  "rel_change_rigid_motion": 1.3602486243731065e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/pottsmpnn/ids_test.txt b/extract/embeddings/ec_classification/pottsmpnn/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/pottsmpnn/ids_train.txt b/extract/embeddings/ec_classification/pottsmpnn/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/pottsmpnn/ids_valid.txt b/extract/embeddings/ec_classification/pottsmpnn/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/pottsmpnn/meta.json b/extract/embeddings/ec_classification/pottsmpnn/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..8620c042653ad94f5bd5b05a11cf3e73cd1275aa
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "pottsmpnn",
+ "family": "registry",
+ "target": "pottsmpnn",
+ "weights": "random",
+ "rule": "encoder h_V after 3 layers, masked mean",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "fd9636d73a1e9994",
+ "n_parameters": 1712085,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:52",
+ "seconds": 38.3,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10499,
+  "numerical_rank": 127,
+  "max_abs": 3.1649010181427
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.07189607480629943,
+  "rel_change_coord_swap": 0.06452992568345384,
+  "rel_change_seq_shuffle": 0.0,
+  "rel_change_rigid_motion": 1.150863828075338e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/pottsmpnn_ft/ids_test.txt b/extract/embeddings/ec_classification/pottsmpnn_ft/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_ft/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/pottsmpnn_ft/ids_train.txt b/extract/embeddings/ec_classification/pottsmpnn_ft/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_ft/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/ec_classification/pottsmpnn_ft/ids_valid.txt b/extract/embeddings/ec_classification/pottsmpnn_ft/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_ft/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/pottsmpnn_ft/meta.json b/extract/embeddings/ec_classification/pottsmpnn_ft/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..0ece5d9672fe1ff69d22f423b3e1fde48da6fd66
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_ft/meta.json
@@ -0,0 +1,38 @@
+{
+ "encoder": "pottsmpnn_ft",
+ "family": "registry",
+ "target": "pottsmpnn_ft_pretrained",
+ "weights": "pretrained",
+ "rule": "encoder h_V, masked mean",
+ "env": "base",
+ "weights_sha256": "b8171c21b2e3eab7",
+ "n_parameters": 1712085,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:57",
+ "seconds": 49.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10495,
+  "numerical_rank": 127,
+  "max_abs": 2.656986951828003
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.5082692283690026,
+  "rel_change_coord_swap": 0.13421373340726975,
+  "rel_change_seq_shuffle": 0.0,
+  "rel_change_rigid_motion": 1.330835728765909e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/pottsmpnn_pretrained/ids_test.txt b/extract/embeddings/ec_classification/pottsmpnn_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_pretrained/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/pottsmpnn_pretrained/ids_train.txt b/extract/embeddings/ec_classification/pottsmpnn_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_pretrained/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/pottsmpnn_pretrained/ids_valid.txt b/extract/embeddings/ec_classification/pottsmpnn_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/pottsmpnn_pretrained/meta.json b/extract/embeddings/ec_classification/pottsmpnn_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..a938bbf92b12a6a879942a17d347ce815ff09a2c
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_pretrained/meta.json
@@ -0,0 +1,38 @@
+{
+ "encoder": "pottsmpnn_pretrained",
+ "family": "registry",
+ "target": "pottsmpnn_pretrained",
+ "weights": "pretrained",
+ "rule": "encoder h_V, masked mean",
+ "env": "base",
+ "weights_sha256": "1cfd2bd3bed04f09",
+ "n_parameters": 1712085,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:55",
+ "seconds": 102.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10495,
+  "numerical_rank": 127,
+  "max_abs": 3.3520267009735107
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.6454550569687352,
+  "rel_change_coord_swap": 0.12076814557594767,
+  "rel_change_seq_shuffle": 0.0,
+  "rel_change_rigid_motion": 1.1436842851380084e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/pottsmpnn_soluble/ids_test.txt b/extract/embeddings/ec_classification/pottsmpnn_soluble/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_soluble/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/pottsmpnn_soluble/ids_train.txt b/extract/embeddings/ec_classification/pottsmpnn_soluble/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_soluble/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/pottsmpnn_soluble/ids_valid.txt b/extract/embeddings/ec_classification/pottsmpnn_soluble/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_soluble/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/pottsmpnn_soluble/meta.json b/extract/embeddings/ec_classification/pottsmpnn_soluble/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..29d4bba00c74a7a943ec7de3cf29eca29fdbfc9f
--- /dev/null
+++ b/extract/embeddings/ec_classification/pottsmpnn_soluble/meta.json
@@ -0,0 +1,38 @@
+{
+ "encoder": "pottsmpnn_soluble",
+ "family": "registry",
+ "target": "pottsmpnn_soluble_pretrained",
+ "weights": "pretrained",
+ "rule": "encoder h_V, masked mean",
+ "env": "base",
+ "weights_sha256": "31f0aac7f4cefa1a",
+ "n_parameters": 1712085,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:56",
+ "seconds": 88.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10496,
+  "numerical_rank": 127,
+  "max_abs": 2.0676021575927734
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.6675711994212048,
+  "rel_change_coord_swap": 0.17917227338286784,
+  "rel_change_seq_shuffle": 0.0,
+  "rel_change_rigid_motion": 1.4140547445011483e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/prostt5/ids_test.txt b/extract/embeddings/ec_classification/prostt5/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/prostt5/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/prostt5/ids_train.txt b/extract/embeddings/ec_classification/prostt5/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/prostt5/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/prostt5/ids_valid.txt b/extract/embeddings/ec_classification/prostt5/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/prostt5/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/prostt5/meta.json b/extract/embeddings/ec_classification/prostt5/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..832c2ae9b5bad057f911136775dfc16e48261c14
--- /dev/null
+++ b/extract/embeddings/ec_classification/prostt5/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "prostt5",
+ "family": "hf_plm",
+ "target": "Rostlab/ProstT5",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues; amino-acid track with the <AA2fold> prefix, no 3Di input",
+ "env": "base",
+ "checkpoint": "Rostlab/ProstT5",
+ "checkpoint_revision": "d7d097d5bf9a993ab8f68488b4681d6ca70db9e5",
+ "dtype": "float16",
+ "hidden_size": 1024,
+ "n_layers": 24,
+ "n_parameters": 1208164352,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:56",
+ "seconds": 173.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8993,
+  "numerical_rank": 1024,
+  "max_abs": 1.3017895221710205
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.5110924480134234,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/protbert_bfd/ids_test.txt b/extract/embeddings/ec_classification/protbert_bfd/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/protbert_bfd/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/protbert_bfd/ids_train.txt b/extract/embeddings/ec_classification/protbert_bfd/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/protbert_bfd/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/protbert_bfd/ids_valid.txt b/extract/embeddings/ec_classification/protbert_bfd/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/protbert_bfd/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/protbert_bfd/meta.json b/extract/embeddings/ec_classification/protbert_bfd/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..7b85b8d0721e75c54653284b9201d9f76e8325b6
--- /dev/null
+++ b/extract/embeddings/ec_classification/protbert_bfd/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "protbert_bfd",
+ "family": "hf_plm",
+ "target": "Rostlab/prot_bert_bfd",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "Rostlab/prot_bert_bfd",
+ "checkpoint_revision": "6c5c8a55a52ff08a664dfd584aa1773f125a0487",
+ "dtype": "float32",
+ "hidden_size": 1024,
+ "n_layers": 30,
+ "n_parameters": 418881536,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:40",
+ "seconds": 75.4,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8868,
+  "numerical_rank": 1023,
+  "max_abs": 2.1483848094940186
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.4072423163663681,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/proteinmpnn/ids_test.txt b/extract/embeddings/ec_classification/proteinmpnn/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/proteinmpnn/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/proteinmpnn/ids_train.txt b/extract/embeddings/ec_classification/proteinmpnn/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/proteinmpnn/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/proteinmpnn/ids_valid.txt b/extract/embeddings/ec_classification/proteinmpnn/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/proteinmpnn/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/proteinmpnn/meta.json b/extract/embeddings/ec_classification/proteinmpnn/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..0c48a2941d858544005f3088389bc72333003320
--- /dev/null
+++ b/extract/embeddings/ec_classification/proteinmpnn/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "proteinmpnn",
+ "family": "registry",
+ "target": "proteinmpnn_pretrained",
+ "weights": "pretrained",
+ "rule": "encoder h_V after 3 encoder layers, before the decoder",
+ "env": "base",
+ "checkpoint": "checkpoints/proteinmpnn_v48_020.pt",
+ "checkpoint_sha256": "c9cb4a671d796041",
+ "checkpoint_loaded_by": "wrapper load_pretrained()",
+ "weights_sha256": "01d6f9d31117f274",
+ "n_parameters": 1660485,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:53",
+ "seconds": 36.7,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10498,
+  "numerical_rank": 127,
+  "max_abs": 2.5625622272491455
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.2876636765789369,
+  "rel_change_coord_swap": 0.1046977269374211,
+  "rel_change_seq_shuffle": 0.0,
+  "rel_change_rigid_motion": 1.6183316549153264e-07,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/ec_classification/prottrans_t5_xl_u50/ids_test.txt b/extract/embeddings/ec_classification/prottrans_t5_xl_u50/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/prottrans_t5_xl_u50/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/prottrans_t5_xl_u50/ids_train.txt b/extract/embeddings/ec_classification/prottrans_t5_xl_u50/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/prottrans_t5_xl_u50/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/prottrans_t5_xl_u50/ids_valid.txt b/extract/embeddings/ec_classification/prottrans_t5_xl_u50/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/prottrans_t5_xl_u50/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/prottrans_t5_xl_u50/meta.json b/extract/embeddings/ec_classification/prottrans_t5_xl_u50/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e554dcce2d518c4ad344c611bb8646f7b9182652
--- /dev/null
+++ b/extract/embeddings/ec_classification/prottrans_t5_xl_u50/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "prottrans_t5_xl_u50",
+ "family": "hf_plm",
+ "target": "Rostlab/prot_t5_xl_half_uniref50-enc",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "Rostlab/prot_t5_xl_half_uniref50-enc",
+ "checkpoint_revision": "94a6abc029ae13029317b140b7424e012bf8dfbf",
+ "dtype": "float16",
+ "hidden_size": 1024,
+ "n_layers": 24,
+ "n_parameters": 1208141824,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "ec_classification",
+ "date": "2026-09-20 11:39",
+ "seconds": 138.3,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 8993,
+  "numerical_rank": 1024,
+  "max_abs": 0.4077962040901184
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.7503630666663541,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/ref_composition/ids_test.txt b/extract/embeddings/ec_classification/ref_composition/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/ref_composition/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/ref_composition/ids_train.txt b/extract/embeddings/ec_classification/ref_composition/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/ref_composition/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/ref_composition/ids_valid.txt b/extract/embeddings/ec_classification/ref_composition/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/ref_composition/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/ref_composition/meta.json b/extract/embeddings/ec_classification/ref_composition/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d3e22b71fd75cd87fd50cf6fdcf51675ef786518
--- /dev/null
+++ b/extract/embeddings/ec_classification/ref_composition/meta.json
@@ -0,0 +1,18 @@
+{
+ "encoder": "ref_composition",
+ "family": "non-learned reference",
+ "weights": "none",
+ "n_parameters": 0,
+ "rule": "20 amino-acid frequencies, log length, length/600, fraction outside the 20-letter alphabet",
+ "inputs_passed": "amino-acid sequence only",
+ "hidden_size": 23,
+ "task": "ec_classification",
+ "ids_copied_from": "esm2_150m",
+ "n_per_split": {
+  "train": 6000,
+  "valid": 1500,
+  "test": 3000
+ },
+ "purpose": "downstream floor: what the task scores without any learned representation",
+ "date": "2026-09-21 14:00"
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/saprot/ids_test.txt b/extract/embeddings/ec_classification/saprot/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/saprot/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/saprot/ids_train.txt b/extract/embeddings/ec_classification/saprot/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/saprot/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/ec_classification/saprot/ids_valid.txt b/extract/embeddings/ec_classification/saprot/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/saprot/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/saprot/meta.json b/extract/embeddings/ec_classification/saprot/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..0583c3f198e9b703c1593fd41fa16b8350200dc2
--- /dev/null
+++ b/extract/embeddings/ec_classification/saprot/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "saprot",
+ "family": "patched",
+ "target": "saprot_hf",
+ "weights": "pretrained",
+ "rule": "final hidden states at the L residue positions of AA+3Di tokens",
+ "env": "base",
+ "checkpoint": "westlake-repl/SaProt_650M_AF2",
+ "checkpoint_revision": "d9b9ad00ef61c0990e611b2b43f2231c7de24b38",
+ "n_parameters": 651242901,
+ "inputs_passed": "amino-acid track: real sequence; 3Di track: real tokens from mini3di on the structure; no pLDDT masking",
+ "patch": "patched/saprot_hf.py",
+ "task": "ec_classification",
+ "date": "2026-09-20 12:22",
+ "seconds": 386.3,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10460,
+  "numerical_rank": 1279,
+  "max_abs": 1.4501705169677734
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.8705030813272382,
+  "rel_change_coord_swap": 0.4102216970171252,
+  "rel_change_seq_shuffle": 0.8413755808217256,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/schnet/ids_test.txt b/extract/embeddings/ec_classification/schnet/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/schnet/ids_test.txt
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diff --git a/extract/embeddings/ec_classification/schnet/ids_train.txt b/extract/embeddings/ec_classification/schnet/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/schnet/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/schnet/ids_valid.txt b/extract/embeddings/ec_classification/schnet/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/schnet/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/schnet/meta.json b/extract/embeddings/ec_classification/schnet/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..7e8352646aee19c8473dd5b49ee95c4bfa890a53
--- /dev/null
+++ b/extract/embeddings/ec_classification/schnet/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "schnet",
+ "family": "registry",
+ "target": "schnet",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "a554781da0916f60",
+ "n_parameters": 244480,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:49",
+ "seconds": 31.9,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10495,
+  "numerical_rank": 127,
+  "max_abs": 0.8863804340362549
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.024272346150889114,
+  "rel_change_coord_swap": 0.04067997024144254,
+  "rel_change_seq_shuffle": 0.0926744111105295,
+  "rel_change_rigid_motion": 1.4309623780125316e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/tfn/ids_test.txt b/extract/embeddings/ec_classification/tfn/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/tfn/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/tfn/ids_train.txt b/extract/embeddings/ec_classification/tfn/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/tfn/ids_train.txt
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diff --git a/extract/embeddings/ec_classification/tfn/ids_valid.txt b/extract/embeddings/ec_classification/tfn/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/tfn/ids_valid.txt
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diff --git a/extract/embeddings/ec_classification/tfn/meta.json b/extract/embeddings/ec_classification/tfn/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..11f04db7c7bed06dd0aea2f774c0ef43a8ddd2e8
--- /dev/null
+++ b/extract/embeddings/ec_classification/tfn/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "tfn",
+ "family": "registry",
+ "target": "tfn",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "b07ce6d9887ef8db",
+ "n_parameters": 250880,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:49",
+ "seconds": 24.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10481,
+  "numerical_rank": 127,
+  "max_abs": 3.633800745010376
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.03591847384177822,
+  "rel_change_coord_swap": 0.08890220859509092,
+  "rel_change_seq_shuffle": 0.15717390041969298,
+  "rel_change_rigid_motion": 1.1039813563927013e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/ec_classification/tfn_pretrained/ids_test.txt b/extract/embeddings/ec_classification/tfn_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..993b4bd08ef0489a31e83c9cefd90453a8a3e1d8
--- /dev/null
+++ b/extract/embeddings/ec_classification/tfn_pretrained/ids_test.txt
@@ -0,0 +1,3000 @@
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diff --git a/extract/embeddings/ec_classification/tfn_pretrained/ids_train.txt b/extract/embeddings/ec_classification/tfn_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..f68a043c7270910ce3398e2e203bc1a3761407d2
--- /dev/null
+++ b/extract/embeddings/ec_classification/tfn_pretrained/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/ec_classification/tfn_pretrained/ids_valid.txt b/extract/embeddings/ec_classification/tfn_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..78bd2f226b9492e86138506e1edc9ec3e9b25fb7
--- /dev/null
+++ b/extract/embeddings/ec_classification/tfn_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/ec_classification/tfn_pretrained/meta.json b/extract/embeddings/ec_classification/tfn_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..4c22d41c3539ce0a07828b13d0023a622dc7762d
--- /dev/null
+++ b/extract/embeddings/ec_classification/tfn_pretrained/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "tfn_pretrained",
+ "family": "registry",
+ "target": "tfn_pretrained",
+ "weights": "pretrained",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "checkpoints/tfn_pretrained/best.pt",
+ "checkpoint_sha256": "17af58de61a4674c",
+ "checkpoint_loaded_by": "strict load of 'encoder_state': 39 of 39 tensors",
+ "weights_sha256": "a7afc00e258bf380",
+ "n_parameters": 250880,
+ "task": "ec_classification",
+ "date": "2026-09-20 11:57",
+ "seconds": 31.6,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/ec_classification.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 3000,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10500,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10461,
+  "numerical_rank": 109,
+  "max_abs": 1.2454978227615356
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.03822254259765288,
+  "rel_change_coord_swap": 0.07263557718031344,
+  "rel_change_seq_shuffle": 0.28095590115681024,
+  "rel_change_rigid_motion": 9.398912978432116e-08,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/go_bp/ankh_base/ids_test.txt b/extract/embeddings/go_bp/ankh_base/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/ankh_base/ids_test.txt
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diff --git a/extract/embeddings/go_bp/ankh_base/ids_train.txt b/extract/embeddings/go_bp/ankh_base/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/ankh_base/ids_train.txt
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diff --git a/extract/embeddings/go_bp/ankh_base/ids_valid.txt b/extract/embeddings/go_bp/ankh_base/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/ankh_base/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/ankh_base/meta.json b/extract/embeddings/go_bp/ankh_base/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..2d3186eee044be6b815b8700e6075c4da083ccdb
--- /dev/null
+++ b/extract/embeddings/go_bp/ankh_base/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "ankh_base",
+ "family": "hf_plm",
+ "target": "ElnaggarLab/ankh-base",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "ElnaggarLab/ankh-base",
+ "checkpoint_revision": "d99cb6b966530dfc2ae96bc69d9255c2a07308b0",
+ "dtype": "float32",
+ "hidden_size": 768,
+ "n_layers": 48,
+ "n_parameters": 453170688,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "go_bp",
+ "date": "2026-09-20 13:37",
+ "seconds": 118.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 768,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10385,
+  "numerical_rank": 768,
+  "max_abs": 0.8755316138267517
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.5002829140921271,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/cdconv/ids_test.txt b/extract/embeddings/go_bp/cdconv/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/cdconv/ids_test.txt
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diff --git a/extract/embeddings/go_bp/cdconv/ids_train.txt b/extract/embeddings/go_bp/cdconv/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/cdconv/ids_train.txt
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diff --git a/extract/embeddings/go_bp/cdconv/ids_valid.txt b/extract/embeddings/go_bp/cdconv/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/cdconv/ids_valid.txt
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diff --git a/extract/embeddings/go_bp/cdconv/meta.json b/extract/embeddings/go_bp/cdconv/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..2fd353a3b1f409ca6c33c6728181b0c1b81bd01c
--- /dev/null
+++ b/extract/embeddings/go_bp/cdconv/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "cdconv",
+ "family": "registry",
+ "target": "cdconv",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "9203855665116c79",
+ "n_parameters": 619184,
+ "task": "go_bp",
+ "date": "2026-09-20 13:43",
+ "seconds": 82.9,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 256,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 256,
+  "max_abs": 0.22707928717136383
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0015725427074357867,
+  "rel_change_coord_swap": 0.011715237982571125,
+  "rel_change_seq_shuffle": 0.004441945347934961,
+  "rel_change_rigid_motion": 7.49465343119482e-08,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/dimenet/ids_test.txt b/extract/embeddings/go_bp/dimenet/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/dimenet/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/dimenet/ids_train.txt b/extract/embeddings/go_bp/dimenet/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/dimenet/ids_train.txt
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diff --git a/extract/embeddings/go_bp/dimenet/ids_valid.txt b/extract/embeddings/go_bp/dimenet/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/dimenet/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/dimenet/meta.json b/extract/embeddings/go_bp/dimenet/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d29c3d6b42f39f28f3976b751f8cafa42ce3f073
--- /dev/null
+++ b/extract/embeddings/go_bp/dimenet/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "dimenet",
+ "family": "registry",
+ "target": "dimenet",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "71e5f811f644cdf2",
+ "n_parameters": 362752,
+ "task": "go_bp",
+ "date": "2026-09-20 13:40",
+ "seconds": 17.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 127,
+  "max_abs": 0.9039861559867859
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.00359466125781171,
+  "rel_change_coord_swap": 0.005332541273893109,
+  "rel_change_seq_shuffle": 0.01124036381104809,
+  "rel_change_rigid_motion": 1.23831448402748e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/esm2_150m/ids_test.txt b/extract/embeddings/go_bp/esm2_150m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_150m/ids_test.txt
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diff --git a/extract/embeddings/go_bp/esm2_150m/ids_train.txt b/extract/embeddings/go_bp/esm2_150m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_150m/ids_train.txt
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diff --git a/extract/embeddings/go_bp/esm2_150m/ids_valid.txt b/extract/embeddings/go_bp/esm2_150m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_150m/ids_valid.txt
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diff --git a/extract/embeddings/go_bp/esm2_150m/meta.json b/extract/embeddings/go_bp/esm2_150m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..4d4b68366d78e266ef1b78d6bf8937c9913e4615
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_150m/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "esm2_150m",
+ "family": "hf_plm",
+ "target": "facebook/esm2_t30_150M_UR50D",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "facebook/esm2_t30_150M_UR50D",
+ "checkpoint_revision": "a695f6045e2e32885fa60af20c13cb35398ce30c",
+ "dtype": "float32",
+ "hidden_size": 640,
+ "n_layers": 30,
+ "n_parameters": 148385241,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "go_bp",
+ "date": "2026-09-20 13:30",
+ "seconds": 55.8,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 640,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10384,
+  "numerical_rank": 639,
+  "max_abs": 7.437983989715576
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.23306057014528236,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/esm2_650m/ids_test.txt b/extract/embeddings/go_bp/esm2_650m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_650m/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/esm2_650m/ids_train.txt b/extract/embeddings/go_bp/esm2_650m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_650m/ids_train.txt
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diff --git a/extract/embeddings/go_bp/esm2_650m/ids_valid.txt b/extract/embeddings/go_bp/esm2_650m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_650m/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/esm2_650m/meta.json b/extract/embeddings/go_bp/esm2_650m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e7f050385b64923967a2327b36e91c3035d0690f
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_650m/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "esm2_650m",
+ "family": "hf_plm",
+ "target": "facebook/esm2_t33_650M_UR50D",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "facebook/esm2_t33_650M_UR50D",
+ "checkpoint_revision": "08e4846e537177426273712802403f7ba8261b6c",
+ "dtype": "float32",
+ "hidden_size": 1280,
+ "n_layers": 33,
+ "n_parameters": 650714261,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "go_bp",
+ "date": "2026-09-20 13:32",
+ "seconds": 141.7,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10384,
+  "numerical_rank": 1279,
+  "max_abs": 8.868157386779785
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.18661678857220632,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/esm2_8m/ids_test.txt b/extract/embeddings/go_bp/esm2_8m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_8m/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/esm2_8m/ids_train.txt b/extract/embeddings/go_bp/esm2_8m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_8m/ids_train.txt
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diff --git a/extract/embeddings/go_bp/esm2_8m/ids_valid.txt b/extract/embeddings/go_bp/esm2_8m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_8m/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/esm2_8m/meta.json b/extract/embeddings/go_bp/esm2_8m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..4a9c1b9c0fa437590882458fedd7c2f203af231f
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_8m/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "esm2_8m",
+ "family": "hf_plm",
+ "target": "facebook/esm2_t6_8M_UR50D",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "facebook/esm2_t6_8M_UR50D",
+ "checkpoint_revision": "c731040fcd8d73dceaa04b0a8e6329b345b0f5df",
+ "dtype": "float32",
+ "hidden_size": 320,
+ "n_layers": 6,
+ "n_parameters": 7737401,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "go_bp",
+ "date": "2026-09-20 13:28",
+ "seconds": 10.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 320,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10384,
+  "numerical_rank": 319,
+  "max_abs": 5.358527660369873
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.2041863371369027,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/esm3/ids_test.txt b/extract/embeddings/go_bp/esm3/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/esm3/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/esm3/ids_train.txt b/extract/embeddings/go_bp/esm3/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/esm3/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_bp/esm3/ids_valid.txt b/extract/embeddings/go_bp/esm3/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/esm3/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/esm3/meta.json b/extract/embeddings/go_bp/esm3/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..863e2dc9909174831a08fd8a8c7e99ed1dc9ca48
--- /dev/null
+++ b/extract/embeddings/go_bp/esm3/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "esm3",
+ "family": "patched",
+ "target": "esm3_inproc",
+ "weights": "pretrained",
+ "rule": "final trunk residue embeddings, sequence and structure tracks",
+ "env": "base",
+ "checkpoint": "esm3-sm-open-v1/data/weights/esm3_sm_open_v1.pth",
+ "dtype": "bfloat16",
+ "n_parameters": 1401735748,
+ "inputs_passed": "sequence track: true residues; structure track: VQ-VAE tokens from the real backbone (N, CA, C, O, CB) plus coordinates for geometric attention; function, SASA and secondary-structure tracks at their defaults",
+ "patch": "patched/esm3_inproc.py",
+ "task": "go_bp",
+ "date": "2026-09-20 14:12",
+ "seconds": 372.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 1536,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 1536,
+  "max_abs": 9314.4931640625
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.3911045424821484,
+  "rel_change_coord_swap": 0.1052052461015038,
+  "rel_change_seq_shuffle": 0.23244728451209695,
+  "rel_change_rigid_motion": 0.0020265780064980155,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/go_bp/esm_if1/ids_train.txt b/extract/embeddings/go_bp/esm_if1/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/esm_if1/ids_train.txt
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diff --git a/extract/embeddings/go_bp/foldseek_3di/ids_test.txt b/extract/embeddings/go_bp/foldseek_3di/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/foldseek_3di/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/foldseek_3di/ids_train.txt b/extract/embeddings/go_bp/foldseek_3di/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/foldseek_3di/ids_train.txt
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diff --git a/extract/embeddings/go_bp/foldseek_3di/ids_valid.txt b/extract/embeddings/go_bp/foldseek_3di/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/foldseek_3di/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/foldseek_3di/meta.json b/extract/embeddings/go_bp/foldseek_3di/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..b81c5e0dc410804c17cd85cc6500c24cee6b2eb6
--- /dev/null
+++ b/extract/embeddings/go_bp/foldseek_3di/meta.json
@@ -0,0 +1,40 @@
+{
+ "encoder": "foldseek_3di",
+ "family": "patched",
+ "target": "foldseek_3di",
+ "weights": "pretrained",
+ "rule": "one-hot 3Di state per residue; protein level is the state frequency",
+ "env": "base",
+ "tool": "mini3di 0.2.1",
+ "inputs_passed": "N, CA, C, CB coordinates",
+ "n_parameters": 0,
+ "patch": "patched/foldseek_3di.py",
+ "task": "go_bp",
+ "date": "2026-09-20 14:08",
+ "seconds": 16.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 20,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10401,
+  "numerical_rank": 19,
+  "max_abs": 0.9809523820877075
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.7178714286952135,
+  "rel_change_coord_swap": 0.49931369393859204,
+  "rel_change_seq_shuffle": 0.0,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/foldvision/ids_test.txt b/extract/embeddings/go_bp/foldvision/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/foldvision/ids_test.txt
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diff --git a/extract/embeddings/go_bp/foldvision/ids_train.txt b/extract/embeddings/go_bp/foldvision/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/foldvision/ids_train.txt
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diff --git a/extract/embeddings/go_bp/foldvision/ids_valid.txt b/extract/embeddings/go_bp/foldvision/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/foldvision/ids_valid.txt
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diff --git a/extract/embeddings/go_bp/foldvision/meta.json b/extract/embeddings/go_bp/foldvision/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e9873e56d296d48de2d59cb976c9faa88dabdd2e
--- /dev/null
+++ b/extract/embeddings/go_bp/foldvision/meta.json
@@ -0,0 +1,42 @@
+{
+ "encoder": "foldvision",
+ "family": "patched",
+ "target": "foldvision_global",
+ "weights": "pretrained",
+ "rule": "native FoldVisionEncoder.encode global embedding; no residue states",
+ "env": "base",
+ "checkpoint": "AlexanderKroll/foldvision-encoder",
+ "n_parameters": 122226304,
+ "inputs_passed": "the structure file as given (all atoms present in it), voxelised by FoldVision's own preprocessing",
+ "patch": "patched/foldvision_global.py",
+ "residue_level": false,
+ "pose": "principal-axis pose with fixed axis signs, applied to the structure file before voxelisation",
+ "task": "go_bp",
+ "date": "2026-09-20 14:40",
+ "seconds": 1920.7,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 1024,
+  "max_abs": 4.619431495666504
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.9399117827415466,
+  "rel_change_coord_swap": 0.19160349667072296,
+  "rel_change_seq_shuffle": 0.029323811642825603,
+  "rel_change_rigid_motion": 0.0002744854864431545,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/gcpnet_random/ids_test.txt b/extract/embeddings/go_bp/gcpnet_random/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/gcpnet_random/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/gcpnet_random/ids_train.txt b/extract/embeddings/go_bp/gcpnet_random/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/gcpnet_random/ids_train.txt
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diff --git a/extract/embeddings/go_bp/gcpnet_random/ids_valid.txt b/extract/embeddings/go_bp/gcpnet_random/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/gcpnet_random/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/gcpnet_random/meta.json b/extract/embeddings/go_bp/gcpnet_random/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1c357a461f518d533ebab06a76df1865480caf9d
--- /dev/null
+++ b/extract/embeddings/go_bp/gcpnet_random/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "gcpnet_random",
+ "family": "patched",
+ "target": "gcpnet_official_random",
+ "weights": "random",
+ "rule": "official architecture, random weights; 100 scalar channels + 16 vector norms per residue",
+ "env": "base",
+ "checkpoint": null,
+ "checkpoint_sha256": null,
+ "checkpoint_loaded_by": "none (random weights, fixed seed)",
+ "weights_sha256": "cdec9adf86f7cd39",
+ "n_parameters": 1153181,
+ "inputs_passed": "all heavy atoms of the structure file (elements and coordinates); residue identity enters through side-chain atoms",
+ "patch": "patched/gcpnet_official.py",
+ "task": "go_bp",
+ "date": "2026-09-20 13:56",
+ "seconds": 816.8,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 116,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 116,
+  "max_abs": 2.1583645343780518
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.06854108721017838,
+  "rel_change_coord_swap": 0.005355732282623649,
+  "rel_change_seq_shuffle": 0.0014149992493912578,
+  "rel_change_rigid_motion": 1.33387184177991e-05,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/gearnet/ids_test.txt b/extract/embeddings/go_bp/gearnet/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/gearnet/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/gearnet/ids_train.txt b/extract/embeddings/go_bp/gearnet/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/gearnet/ids_train.txt
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diff --git a/extract/embeddings/go_bp/gearnet/ids_valid.txt b/extract/embeddings/go_bp/gearnet/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/gearnet/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/gearnet/meta.json b/extract/embeddings/go_bp/gearnet/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..9662fee971a21af5dd91e79f3de65b678f83fcf7
--- /dev/null
+++ b/extract/embeddings/go_bp/gearnet/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "gearnet",
+ "family": "registry",
+ "target": "gearnet",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "c0af89eafe340139",
+ "n_parameters": 6641408,
+ "task": "go_bp",
+ "date": "2026-09-20 13:42",
+ "seconds": 33.7,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 512,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 511,
+  "max_abs": 2.323525905609131
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.05966170943530161,
+  "rel_change_coord_swap": 0.0903857713791805,
+  "rel_change_seq_shuffle": 0.2058370455057908,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/gearnet_pretrained/ids_test.txt b/extract/embeddings/go_bp/gearnet_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/gearnet_pretrained/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/gearnet_pretrained/ids_train.txt b/extract/embeddings/go_bp/gearnet_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/gearnet_pretrained/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_bp/gearnet_pretrained/ids_valid.txt b/extract/embeddings/go_bp/gearnet_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/gearnet_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/gearnet_pretrained/meta.json b/extract/embeddings/go_bp/gearnet_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..0d8ebd6f5e7a44392ccdf3c100d6aeb0b38c0e83
--- /dev/null
+++ b/extract/embeddings/go_bp/gearnet_pretrained/meta.json
@@ -0,0 +1,41 @@
+{
+ "encoder": "gearnet_pretrained",
+ "family": "registry",
+ "target": "gearnet_pretrained",
+ "weights": "pretrained",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "checkpoint": "checkpoints/gearnet/mc_gearnet_edge.pth",
+ "checkpoint_sha256": "6dc11e2db6eff3c9",
+ "checkpoint_loaded_by": "wrapper load_pretrained()",
+ "weights_sha256": "9eaaa8a2c8a79a37",
+ "n_parameters": 20145635,
+ "task": "go_bp",
+ "date": "2026-09-20 14:17",
+ "seconds": 1813.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 512,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 512,
+  "max_abs": 580.7421264648438
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.6126984392243746,
+  "rel_change_coord_swap": 0.8348703599707765,
+  "rel_change_seq_shuffle": 0.9662573602876071,
+  "rel_change_rigid_motion": 1.1771530388016414e-07,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/go_bp/pottsmpnn/ids_test.txt b/extract/embeddings/go_bp/pottsmpnn/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/pottsmpnn/ids_train.txt b/extract/embeddings/go_bp/pottsmpnn/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn/ids_train.txt
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diff --git a/extract/embeddings/go_bp/pottsmpnn/ids_valid.txt b/extract/embeddings/go_bp/pottsmpnn/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/pottsmpnn/meta.json b/extract/embeddings/go_bp/pottsmpnn/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..5c8022b50d6132df41bd47a3faeffe33d4cc5931
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "pottsmpnn",
+ "family": "registry",
+ "target": "pottsmpnn",
+ "weights": "random",
+ "rule": "encoder h_V after 3 layers, masked mean",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "fd9636d73a1e9994",
+ "n_parameters": 1712085,
+ "task": "go_bp",
+ "date": "2026-09-20 13:44",
+ "seconds": 38.4,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 127,
+  "max_abs": 3.1929728984832764
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.07189607480629943,
+  "rel_change_coord_swap": 0.06452992568345384,
+  "rel_change_seq_shuffle": 0.0,
+  "rel_change_rigid_motion": 1.150863828075338e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/prostt5/ids_test.txt b/extract/embeddings/go_bp/prostt5/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/prostt5/ids_test.txt
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diff --git a/extract/embeddings/go_bp/prostt5/ids_train.txt b/extract/embeddings/go_bp/prostt5/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/prostt5/ids_train.txt
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diff --git a/extract/embeddings/go_bp/prostt5/ids_valid.txt b/extract/embeddings/go_bp/prostt5/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/prostt5/ids_valid.txt
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diff --git a/extract/embeddings/go_bp/prostt5/meta.json b/extract/embeddings/go_bp/prostt5/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1f8ff14814a8556c86bf7c3573d563d66f2e21b2
--- /dev/null
+++ b/extract/embeddings/go_bp/prostt5/meta.json
@@ -0,0 +1,43 @@
+{
+ "encoder": "prostt5",
+ "family": "hf_plm",
+ "target": "Rostlab/ProstT5",
+ "weights": "pretrained",
+ "rule": "final residue states, special tokens removed, masked mean over valid residues; amino-acid track with the <AA2fold> prefix, no 3Di input",
+ "env": "base",
+ "checkpoint": "Rostlab/ProstT5",
+ "checkpoint_revision": "d7d097d5bf9a993ab8f68488b4681d6ca70db9e5",
+ "dtype": "float16",
+ "hidden_size": 1024,
+ "n_layers": 24,
+ "n_parameters": 1208164352,
+ "inputs_passed": "amino-acid sequence only",
+ "task": "go_bp",
+ "date": "2026-09-20 13:39",
+ "seconds": 125.4,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10386,
+  "numerical_rank": 1024,
+  "max_abs": 1.119889497756958
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0,
+  "rel_change_coord_swap": 0.0,
+  "rel_change_seq_shuffle": 0.5110924480134234,
+  "rel_change_rigid_motion": 0.0,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/tfn/ids_test.txt b/extract/embeddings/go_bp/tfn/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/tfn/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/tfn/ids_train.txt b/extract/embeddings/go_bp/tfn/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/tfn/ids_train.txt
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diff --git a/extract/embeddings/go_bp/tfn/ids_valid.txt b/extract/embeddings/go_bp/tfn/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/tfn/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/tfn/meta.json b/extract/embeddings/go_bp/tfn/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..8290072c57e3edd6cd7c5416f914568f42d7ded2
--- /dev/null
+++ b/extract/embeddings/go_bp/tfn/meta.json
@@ -0,0 +1,39 @@
+{
+ "encoder": "tfn",
+ "family": "registry",
+ "target": "tfn",
+ "weights": "random",
+ "rule": "final invariant node states of the wrapper, masked mean over valid residues",
+ "env": "base",
+ "seed": 20260919,
+ "weights_sha256": "b07ce6d9887ef8db",
+ "n_parameters": 250880,
+ "task": "go_bp",
+ "date": "2026-09-20 13:40",
+ "seconds": 24.4,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_bp.csv",
+ "rows": "stage1 == 1",
+ "structure_coverage": "every row has a structure file whose sequence equals the task sequence (see manifest/coverage.csv)",
+ "n_per_split": {
+  "test": 2903,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10403,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10401,
+  "numerical_rank": 127,
+  "max_abs": 4.01339054107666
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.03591846075270232,
+  "rel_change_coord_swap": 0.08890219738499172,
+  "rel_change_seq_shuffle": 0.1571738873980732,
+  "rel_change_rigid_motion": 1.0971761056415226e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file