diff --git a/extract/embeddings/go_bp/esm1b/ids_test.txt b/extract/embeddings/go_bp/esm1b/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/esm1b/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/esm1b/ids_train.txt b/extract/embeddings/go_bp/esm1b/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/esm1b/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_bp/esm1b/ids_valid.txt b/extract/embeddings/go_bp/esm1b/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/esm1b/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/esm1b/meta.json b/extract/embeddings/go_bp/esm1b/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..c22af18ab214541e8ea11a86ad3e46999285969a
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:25",
+ "seconds": 133.7,
+ "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": 18.122310638427734
+ },
+ "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/go_bp/esm2_35m/ids_test.txt b/extract/embeddings/go_bp/esm2_35m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_35m/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/esm2_35m/ids_train.txt b/extract/embeddings/go_bp/esm2_35m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_35m/ids_train.txt
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diff --git a/extract/embeddings/go_bp/esm2_35m/ids_valid.txt b/extract/embeddings/go_bp/esm2_35m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_35m/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/esm2_35m/meta.json b/extract/embeddings/go_bp/esm2_35m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..bc1d02e355b48d1fdd931448a7285e6234b90ca8
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:29",
+ "seconds": 20.6,
+ "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": 480,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10384,
+  "numerical_rank": 479,
+  "max_abs": 6.369651794433594
+ },
+ "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/go_bp/esm2_3b/ids_test.txt b/extract/embeddings/go_bp/esm2_3b/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_3b/ids_test.txt
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diff --git a/extract/embeddings/go_bp/esm2_3b/ids_train.txt b/extract/embeddings/go_bp/esm2_3b/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_3b/ids_train.txt
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diff --git a/extract/embeddings/go_bp/esm2_3b/ids_valid.txt b/extract/embeddings/go_bp/esm2_3b/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/esm2_3b/ids_valid.txt
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diff --git a/extract/embeddings/go_bp/esm2_3b/meta.json b/extract/embeddings/go_bp/esm2_3b/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..18b49fc11bda0243dde52aa75d69702234d314b8
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:35",
+ "seconds": 192.0,
+ "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": 2560,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10386,
+  "numerical_rank": 2559,
+  "max_abs": 14.544732093811035
+ },
+ "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/go_bp/esm_if1/ids_test.txt b/extract/embeddings/go_bp/esm_if1/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/esm_if1/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/esm_if1/ids_valid.txt b/extract/embeddings/go_bp/esm_if1/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/esm_if1/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/esm_if1/meta.json b/extract/embeddings/go_bp/esm_if1/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..bb7a905ec6a9d32cca0bebde4430a51ee1792db4
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 14:01",
+ "seconds": 320.4,
+ "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": 512,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 511,
+  "max_abs": 1.143680453300476
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 1.5038822793102065,
+  "rel_change_coord_swap": 0.445543383018016,
+  "rel_change_seq_shuffle": 3.654346131275476e-07,
+  "rel_change_rigid_motion": 1.1113742126757286e-05,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/gcpnet_pretrained/ids_test.txt b/extract/embeddings/go_bp/gcpnet_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/gcpnet_pretrained/ids_test.txt
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diff --git a/extract/embeddings/go_bp/gcpnet_pretrained/ids_train.txt b/extract/embeddings/go_bp/gcpnet_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/gcpnet_pretrained/ids_train.txt
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diff --git a/extract/embeddings/go_bp/gcpnet_pretrained/ids_valid.txt b/extract/embeddings/go_bp/gcpnet_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/gcpnet_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/gcpnet_pretrained/meta.json b/extract/embeddings/go_bp/gcpnet_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..224c6fd46447573d5dfde342c99a1cf53013a304
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 14:07",
+ "seconds": 953.2,
+ "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": 116,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 115,
+  "max_abs": 2.132416248321533
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.545786440372467,
+  "rel_change_coord_swap": 0.26095233857631683,
+  "rel_change_seq_shuffle": 0.03569234535098076,
+  "rel_change_rigid_motion": 0.00025718527467688546,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/go_bp/gvp/ids_test.txt b/extract/embeddings/go_bp/gvp/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/gvp/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/gvp/ids_train.txt b/extract/embeddings/go_bp/gvp/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/gvp/ids_train.txt
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diff --git a/extract/embeddings/go_bp/gvp/ids_valid.txt b/extract/embeddings/go_bp/gvp/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/gvp/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/gvp/meta.json b/extract/embeddings/go_bp/gvp/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..9535e02ab6c0233723d37143e23d9e5d5faa1b09
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:42",
+ "seconds": 35.9,
+ "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": 116,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 115,
+  "max_abs": 2.875061511993408
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.031185461269743375,
+  "rel_change_coord_swap": 0.0063201336477365835,
+  "rel_change_seq_shuffle": 0.0027774656313056026,
+  "rel_change_rigid_motion": 8.515339468541502e-08,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/ipa/ids_test.txt b/extract/embeddings/go_bp/ipa/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/ipa/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/ipa/ids_train.txt b/extract/embeddings/go_bp/ipa/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/ipa/ids_train.txt
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diff --git a/extract/embeddings/go_bp/ipa/ids_valid.txt b/extract/embeddings/go_bp/ipa/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/ipa/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/ipa/meta.json b/extract/embeddings/go_bp/ipa/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..4b8b92d99bd705d1a745ae6859e4f2d7d8947597
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:41",
+ "seconds": 25.9,
+ "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": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 127,
+  "max_abs": 1.5905277729034424
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.12257405052335979,
+  "rel_change_coord_swap": 0.05155515070874443,
+  "rel_change_seq_shuffle": 0.07979830973885618,
+  "rel_change_rigid_motion": 3.374549814941764e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_bp/ipa_pretrained/ids_test.txt b/extract/embeddings/go_bp/ipa_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/ipa_pretrained/ids_test.txt
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diff --git a/extract/embeddings/go_bp/ipa_pretrained/ids_train.txt b/extract/embeddings/go_bp/ipa_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/ipa_pretrained/ids_train.txt
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diff --git a/extract/embeddings/go_bp/ipa_pretrained/ids_valid.txt b/extract/embeddings/go_bp/ipa_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/ipa_pretrained/ids_valid.txt
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diff --git a/extract/embeddings/go_bp/ipa_pretrained/meta.json b/extract/embeddings/go_bp/ipa_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..613d64f0fbc7a876424d373b5d86ade7d34eb0c8
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:52",
+ "seconds": 28.0,
+ "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": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 128,
+  "max_abs": 0.9524217844009399
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.3578874706700449,
+  "rel_change_coord_swap": 0.35089056814519226,
+  "rel_change_seq_shuffle": 0.22938660572780484,
+  "rel_change_rigid_motion": 4.328971353646651e-06,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/go_bp/mace/ids_test.txt b/extract/embeddings/go_bp/mace/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/mace/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/mace/ids_train.txt b/extract/embeddings/go_bp/mace/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/mace/ids_train.txt
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diff --git a/extract/embeddings/go_bp/mace/ids_valid.txt b/extract/embeddings/go_bp/mace/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/mace/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/mace/meta.json b/extract/embeddings/go_bp/mace/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..f3b0dd73bd37524d5aef1c0839c2076c581a11bc
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:41",
+ "seconds": 27.4,
+ "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": 0.9560867547988892
+ },
+ "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/go_bp/pottsmpnn_ft/ids_test.txt b/extract/embeddings/go_bp/pottsmpnn_ft/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn_ft/ids_test.txt
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diff --git a/extract/embeddings/go_bp/pottsmpnn_ft/ids_train.txt b/extract/embeddings/go_bp/pottsmpnn_ft/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn_ft/ids_train.txt
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diff --git a/extract/embeddings/go_bp/pottsmpnn_ft/ids_valid.txt b/extract/embeddings/go_bp/pottsmpnn_ft/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn_ft/ids_valid.txt
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diff --git a/extract/embeddings/go_bp/pottsmpnn_ft/meta.json b/extract/embeddings/go_bp/pottsmpnn_ft/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..b2aedfde84d67ee64fe8ed3e5d1152f3ad02bdb6
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:46",
+ "seconds": 38.3,
+ "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": 2.5687568187713623
+ },
+ "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/go_bp/pottsmpnn_pretrained/ids_test.txt b/extract/embeddings/go_bp/pottsmpnn_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn_pretrained/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/pottsmpnn_pretrained/ids_train.txt b/extract/embeddings/go_bp/pottsmpnn_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn_pretrained/ids_train.txt
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diff --git a/extract/embeddings/go_bp/pottsmpnn_pretrained/ids_valid.txt b/extract/embeddings/go_bp/pottsmpnn_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/pottsmpnn_pretrained/meta.json b/extract/embeddings/go_bp/pottsmpnn_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..9d560a48f5775563deb826b7e4d089fb86693c5c
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:45",
+ "seconds": 38.7,
+ "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": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 127,
+  "max_abs": 3.315916061401367
+ },
+ "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/go_bp/pottsmpnn_soluble/ids_test.txt b/extract/embeddings/go_bp/pottsmpnn_soluble/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn_soluble/ids_test.txt
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diff --git a/extract/embeddings/go_bp/pottsmpnn_soluble/ids_train.txt b/extract/embeddings/go_bp/pottsmpnn_soluble/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn_soluble/ids_train.txt
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diff --git a/extract/embeddings/go_bp/pottsmpnn_soluble/ids_valid.txt b/extract/embeddings/go_bp/pottsmpnn_soluble/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/pottsmpnn_soluble/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/pottsmpnn_soluble/meta.json b/extract/embeddings/go_bp/pottsmpnn_soluble/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..5b2caf0d47f5617d28dfe9f01e1a04a83ee56cbc
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:46",
+ "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": 1.9620997905731201
+ },
+ "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/go_bp/protbert_bfd/ids_test.txt b/extract/embeddings/go_bp/protbert_bfd/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/protbert_bfd/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/protbert_bfd/ids_train.txt b/extract/embeddings/go_bp/protbert_bfd/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/protbert_bfd/ids_train.txt
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diff --git a/extract/embeddings/go_bp/protbert_bfd/ids_valid.txt b/extract/embeddings/go_bp/protbert_bfd/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/protbert_bfd/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/protbert_bfd/meta.json b/extract/embeddings/go_bp/protbert_bfd/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..72a948d0f574a7bf98ce2443ae241bbc212871ef
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:28",
+ "seconds": 61.9,
+ "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": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10384,
+  "numerical_rank": 1023,
+  "max_abs": 2.1730058193206787
+ },
+ "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/go_bp/proteinmpnn/ids_test.txt b/extract/embeddings/go_bp/proteinmpnn/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/proteinmpnn/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/proteinmpnn/ids_train.txt b/extract/embeddings/go_bp/proteinmpnn/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/proteinmpnn/ids_train.txt
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diff --git a/extract/embeddings/go_bp/proteinmpnn/ids_valid.txt b/extract/embeddings/go_bp/proteinmpnn/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/proteinmpnn/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/proteinmpnn/meta.json b/extract/embeddings/go_bp/proteinmpnn/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..b834807abc5a2684f0e17fd017e85d0541ea8562
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:44",
+ "seconds": 36.3,
+ "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": 2.2615225315093994
+ },
+ "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/go_bp/prottrans_t5_xl_u50/ids_test.txt b/extract/embeddings/go_bp/prottrans_t5_xl_u50/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/prottrans_t5_xl_u50/ids_test.txt
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diff --git a/extract/embeddings/go_bp/prottrans_t5_xl_u50/ids_train.txt b/extract/embeddings/go_bp/prottrans_t5_xl_u50/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/prottrans_t5_xl_u50/ids_train.txt
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diff --git a/extract/embeddings/go_bp/prottrans_t5_xl_u50/ids_valid.txt b/extract/embeddings/go_bp/prottrans_t5_xl_u50/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/prottrans_t5_xl_u50/ids_valid.txt
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diff --git a/extract/embeddings/go_bp/prottrans_t5_xl_u50/meta.json b/extract/embeddings/go_bp/prottrans_t5_xl_u50/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..a259b15c110c24208db1b53ee2860a00fbb154f7
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:27",
+ "seconds": 122.9,
+ "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": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10386,
+  "numerical_rank": 1024,
+  "max_abs": 0.5013242363929749
+ },
+ "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/go_bp/ref_composition/ids_test.txt b/extract/embeddings/go_bp/ref_composition/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/ref_composition/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/ref_composition/ids_train.txt b/extract/embeddings/go_bp/ref_composition/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/ref_composition/ids_train.txt
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diff --git a/extract/embeddings/go_bp/ref_composition/ids_valid.txt b/extract/embeddings/go_bp/ref_composition/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/ref_composition/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/ref_composition/meta.json b/extract/embeddings/go_bp/ref_composition/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..376df95468151472a74d400c864b0df5d8452e89
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "ids_copied_from": "esm2_150m",
+ "n_per_split": {
+  "train": 6000,
+  "valid": 1500,
+  "test": 2903
+ },
+ "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/go_bp/saprot/ids_test.txt b/extract/embeddings/go_bp/saprot/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/saprot/ids_test.txt
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diff --git a/extract/embeddings/go_bp/saprot/ids_train.txt b/extract/embeddings/go_bp/saprot/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/saprot/ids_train.txt
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diff --git a/extract/embeddings/go_bp/saprot/ids_valid.txt b/extract/embeddings/go_bp/saprot/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/saprot/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/saprot/meta.json b/extract/embeddings/go_bp/saprot/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..84f1c880124c55c93ad0558752fabda80a09116a
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 14:06",
+ "seconds": 278.4,
+ "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": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10402,
+  "numerical_rank": 1279,
+  "max_abs": 1.4133446216583252
+ },
+ "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/go_bp/schnet/ids_test.txt b/extract/embeddings/go_bp/schnet/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/schnet/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/schnet/ids_train.txt b/extract/embeddings/go_bp/schnet/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/schnet/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_bp/schnet/ids_valid.txt b/extract/embeddings/go_bp/schnet/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/schnet/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/schnet/meta.json b/extract/embeddings/go_bp/schnet/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..fdbb101462602dcdfd7e1d2f0da8c7dd3474208f
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:40",
+ "seconds": 13.3,
+ "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": 1.079492449760437
+ },
+ "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/go_bp/tfn_pretrained/ids_test.txt b/extract/embeddings/go_bp/tfn_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..251e9419b51fb51d5c3c81d29efbffc6128e3efb
--- /dev/null
+++ b/extract/embeddings/go_bp/tfn_pretrained/ids_test.txt
@@ -0,0 +1,2903 @@
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diff --git a/extract/embeddings/go_bp/tfn_pretrained/ids_train.txt b/extract/embeddings/go_bp/tfn_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..9f89434bf45208b94236dfd6d4e4d1d17fbc3a17
--- /dev/null
+++ b/extract/embeddings/go_bp/tfn_pretrained/ids_train.txt
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diff --git a/extract/embeddings/go_bp/tfn_pretrained/ids_valid.txt b/extract/embeddings/go_bp/tfn_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..23c2123b55e9514d366480bad433ddfb045b48f9
--- /dev/null
+++ b/extract/embeddings/go_bp/tfn_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_bp/tfn_pretrained/meta.json b/extract/embeddings/go_bp/tfn_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..968c91550718b70e4e5ce3f9c6d854f4c74ab3ca
--- /dev/null
+++ b/extract/embeddings/go_bp/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": "go_bp",
+ "date": "2026-09-20 13:51",
+ "seconds": 25.1,
+ "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": 10401,
+  "numerical_rank": 109,
+  "max_abs": 1.1703325510025024
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.03822249937117872,
+  "rel_change_coord_swap": 0.0726356100068006,
+  "rel_change_seq_shuffle": 0.28095587259890875,
+  "rel_change_rigid_motion": 9.278588184973897e-08,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/go_mf/ankh_base/ids_test.txt b/extract/embeddings/go_mf/ankh_base/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/ankh_base/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/ankh_base/ids_train.txt b/extract/embeddings/go_mf/ankh_base/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/ankh_base/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/ankh_base/ids_valid.txt b/extract/embeddings/go_mf/ankh_base/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/ankh_base/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/ankh_base/meta.json b/extract/embeddings/go_mf/ankh_base/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e042330fac58d988fa36b72789616133ce21a593
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:44",
+ "seconds": 119.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 768,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10387,
+  "numerical_rank": 768,
+  "max_abs": 0.8755317330360413
+ },
+ "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_mf/cdconv/ids_test.txt b/extract/embeddings/go_mf/cdconv/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/cdconv/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/cdconv/ids_train.txt b/extract/embeddings/go_mf/cdconv/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/cdconv/ids_train.txt
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diff --git a/extract/embeddings/go_mf/cdconv/ids_valid.txt b/extract/embeddings/go_mf/cdconv/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/cdconv/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/cdconv/meta.json b/extract/embeddings/go_mf/cdconv/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e46ba60a083bc41a31c4d4a6821199461df0601f
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:51",
+ "seconds": 81.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 256,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 256,
+  "max_abs": 0.22707931697368622
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.0015725392731837928,
+  "rel_change_coord_swap": 0.0117152389138937,
+  "rel_change_seq_shuffle": 0.00444194907322526,
+  "rel_change_rigid_motion": 7.373794019827073e-08,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_mf/dimenet/ids_test.txt b/extract/embeddings/go_mf/dimenet/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/dimenet/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/dimenet/ids_train.txt b/extract/embeddings/go_mf/dimenet/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/dimenet/ids_train.txt
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diff --git a/extract/embeddings/go_mf/dimenet/ids_valid.txt b/extract/embeddings/go_mf/dimenet/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/dimenet/ids_valid.txt
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diff --git a/extract/embeddings/go_mf/dimenet/meta.json b/extract/embeddings/go_mf/dimenet/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d15a639361db0b23ea83992d62ced1a87ff10b10
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:47",
+ "seconds": 16.9,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 127,
+  "max_abs": 1.5209031105041504
+ },
+ "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_mf/esm1b/ids_test.txt b/extract/embeddings/go_mf/esm1b/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/esm1b/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/esm1b/ids_train.txt b/extract/embeddings/go_mf/esm1b/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/esm1b/ids_train.txt
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diff --git a/extract/embeddings/go_mf/esm1b/ids_valid.txt b/extract/embeddings/go_mf/esm1b/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/esm1b/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/esm1b/meta.json b/extract/embeddings/go_mf/esm1b/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e91d4dc5e1391a7c880c5ae8310ae231b48571c6
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:32",
+ "seconds": 137.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10385,
+  "numerical_rank": 1279,
+  "max_abs": 18.132549285888672
+ },
+ "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/go_mf/esm2_150m/ids_test.txt b/extract/embeddings/go_mf/esm2_150m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_150m/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/esm2_150m/ids_train.txt b/extract/embeddings/go_mf/esm2_150m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_150m/ids_train.txt
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diff --git a/extract/embeddings/go_mf/esm2_150m/ids_valid.txt b/extract/embeddings/go_mf/esm2_150m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_150m/ids_valid.txt
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diff --git a/extract/embeddings/go_mf/esm2_150m/meta.json b/extract/embeddings/go_mf/esm2_150m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..22c815b1b993adc29b1020e5d1447853c29d773d
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:37",
+ "seconds": 56.6,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 640,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10385,
+  "numerical_rank": 639,
+  "max_abs": 7.39039945602417
+ },
+ "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_mf/esm2_35m/ids_test.txt b/extract/embeddings/go_mf/esm2_35m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_35m/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/esm2_35m/ids_train.txt b/extract/embeddings/go_mf/esm2_35m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_35m/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/esm2_35m/ids_valid.txt b/extract/embeddings/go_mf/esm2_35m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_35m/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/esm2_35m/meta.json b/extract/embeddings/go_mf/esm2_35m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..63bda0635788f66bb63e2fe5915ef2446fdaf976
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:36",
+ "seconds": 21.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 480,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10385,
+  "numerical_rank": 479,
+  "max_abs": 6.369651794433594
+ },
+ "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/go_mf/esm2_3b/ids_test.txt b/extract/embeddings/go_mf/esm2_3b/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_3b/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/esm2_3b/ids_train.txt b/extract/embeddings/go_mf/esm2_3b/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_3b/ids_train.txt
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diff --git a/extract/embeddings/go_mf/esm2_3b/ids_valid.txt b/extract/embeddings/go_mf/esm2_3b/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_3b/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/esm2_3b/meta.json b/extract/embeddings/go_mf/esm2_3b/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..91ba9cbaaa73a4120685b8556047af265bca2984
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:42",
+ "seconds": 195.9,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 2560,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10389,
+  "numerical_rank": 2559,
+  "max_abs": 14.571067810058594
+ },
+ "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/go_mf/esm2_650m/ids_test.txt b/extract/embeddings/go_mf/esm2_650m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_650m/ids_test.txt
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diff --git a/extract/embeddings/go_mf/esm2_650m/ids_train.txt b/extract/embeddings/go_mf/esm2_650m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_650m/ids_train.txt
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diff --git a/extract/embeddings/go_mf/esm2_650m/ids_valid.txt b/extract/embeddings/go_mf/esm2_650m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_650m/ids_valid.txt
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diff --git a/extract/embeddings/go_mf/esm2_650m/meta.json b/extract/embeddings/go_mf/esm2_650m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e298afd8577a7fb1a3299f7abaaa675cfffc88fa
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:39",
+ "seconds": 143.4,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10385,
+  "numerical_rank": 1279,
+  "max_abs": 8.865619659423828
+ },
+ "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_mf/esm2_8m/ids_test.txt b/extract/embeddings/go_mf/esm2_8m/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_8m/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/esm2_8m/ids_train.txt b/extract/embeddings/go_mf/esm2_8m/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_8m/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/esm2_8m/ids_valid.txt b/extract/embeddings/go_mf/esm2_8m/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/esm2_8m/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/esm2_8m/meta.json b/extract/embeddings/go_mf/esm2_8m/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..4163ab01c66d657219c4ca5c5b8f732592246ae4
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:35",
+ "seconds": 10.6,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 320,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10385,
+  "numerical_rank": 319,
+  "max_abs": 5.341929912567139
+ },
+ "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_mf/esm3/ids_test.txt b/extract/embeddings/go_mf/esm3/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/esm3/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/esm3/ids_train.txt b/extract/embeddings/go_mf/esm3/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/esm3/ids_train.txt
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diff --git a/extract/embeddings/go_mf/esm3/ids_valid.txt b/extract/embeddings/go_mf/esm3/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/esm3/ids_valid.txt
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diff --git a/extract/embeddings/go_mf/esm3/meta.json b/extract/embeddings/go_mf/esm3/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..0a1770c652f6be1624187c20982c0e8371266511
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 13:22",
+ "seconds": 372.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 1536,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 1536,
+  "max_abs": 9323.0107421875
+ },
+ "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_mf/esm_if1/ids_test.txt b/extract/embeddings/go_mf/esm_if1/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/esm_if1/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/esm_if1/ids_train.txt b/extract/embeddings/go_mf/esm_if1/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/esm_if1/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/esm_if1/ids_valid.txt b/extract/embeddings/go_mf/esm_if1/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/esm_if1/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/esm_if1/meta.json b/extract/embeddings/go_mf/esm_if1/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e15ee956e0b7117e4d2cd5a28e993e31902bc753
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 13:11",
+ "seconds": 331.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 512,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 511,
+  "max_abs": 1.2861385345458984
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 1.5038823538036952,
+  "rel_change_coord_swap": 0.4455433640719881,
+  "rel_change_seq_shuffle": 3.639419831034964e-07,
+  "rel_change_rigid_motion": 1.104376318091359e-05,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_mf/foldseek_3di/ids_test.txt b/extract/embeddings/go_mf/foldseek_3di/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/foldseek_3di/ids_test.txt
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diff --git a/extract/embeddings/go_mf/foldseek_3di/ids_train.txt b/extract/embeddings/go_mf/foldseek_3di/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/foldseek_3di/ids_train.txt
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diff --git a/extract/embeddings/go_mf/foldseek_3di/ids_valid.txt b/extract/embeddings/go_mf/foldseek_3di/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/foldseek_3di/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/foldseek_3di/meta.json b/extract/embeddings/go_mf/foldseek_3di/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..015d7e3d2600c77ecaf2992be7824bfcaf1bdc07
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 13:16",
+ "seconds": 16.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 20,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 19,
+  "max_abs": 0.9701492786407471
+ },
+ "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_mf/foldvision/ids_test.txt b/extract/embeddings/go_mf/foldvision/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/foldvision/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/foldvision/ids_train.txt b/extract/embeddings/go_mf/foldvision/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/foldvision/ids_train.txt
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diff --git a/extract/embeddings/go_mf/foldvision/ids_valid.txt b/extract/embeddings/go_mf/foldvision/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/foldvision/ids_valid.txt
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diff --git a/extract/embeddings/go_mf/foldvision/meta.json b/extract/embeddings/go_mf/foldvision/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..65aebe5a80918d529e8297d6c81fdf5f148995b3
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 13:51",
+ "seconds": 2052.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "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_mf/gcpnet_pretrained/ids_test.txt b/extract/embeddings/go_mf/gcpnet_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/gcpnet_pretrained/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/gcpnet_pretrained/ids_train.txt b/extract/embeddings/go_mf/gcpnet_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/gcpnet_pretrained/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/gcpnet_pretrained/ids_valid.txt b/extract/embeddings/go_mf/gcpnet_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/gcpnet_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/gcpnet_pretrained/meta.json b/extract/embeddings/go_mf/gcpnet_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..2973eb858dcd404a3312c6d879c801b2940821d8
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 13:16",
+ "seconds": 869.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 116,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 115,
+  "max_abs": 2.1337926387786865
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.5457864701747894,
+  "rel_change_coord_swap": 0.26095230877399445,
+  "rel_change_seq_shuffle": 0.035692356526851654,
+  "rel_change_rigid_motion": 0.0002572039302322082,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/go_mf/gcpnet_random/ids_test.txt b/extract/embeddings/go_mf/gcpnet_random/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/gcpnet_random/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/gcpnet_random/ids_train.txt b/extract/embeddings/go_mf/gcpnet_random/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/gcpnet_random/ids_train.txt
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diff --git a/extract/embeddings/go_mf/gcpnet_random/ids_valid.txt b/extract/embeddings/go_mf/gcpnet_random/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/gcpnet_random/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/gcpnet_random/meta.json b/extract/embeddings/go_mf/gcpnet_random/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..1dd8f83da28c1f27c4cb099094c0599084b4bd00
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 13:06",
+ "seconds": 940.8,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 116,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 116,
+  "max_abs": 2.1583645343780518
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.06854107975959778,
+  "rel_change_coord_swap": 0.005355745321139693,
+  "rel_change_seq_shuffle": 0.0014149973285384476,
+  "rel_change_rigid_motion": 1.3327012766239932e-05,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_mf/gearnet/ids_test.txt b/extract/embeddings/go_mf/gearnet/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/gearnet/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/gearnet/ids_train.txt b/extract/embeddings/go_mf/gearnet/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/gearnet/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/gearnet/ids_valid.txt b/extract/embeddings/go_mf/gearnet/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/gearnet/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/gearnet/meta.json b/extract/embeddings/go_mf/gearnet/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..a5c30a9a442642a99d03488beae11115bfe5c48e
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:49",
+ "seconds": 30.3,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 512,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 511,
+  "max_abs": 5.012359619140625
+ },
+ "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_mf/gearnet_pretrained/ids_test.txt b/extract/embeddings/go_mf/gearnet_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/gearnet_pretrained/ids_test.txt
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diff --git a/extract/embeddings/go_mf/gearnet_pretrained/ids_train.txt b/extract/embeddings/go_mf/gearnet_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/gearnet_pretrained/ids_train.txt
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diff --git a/extract/embeddings/go_mf/gearnet_pretrained/ids_valid.txt b/extract/embeddings/go_mf/gearnet_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/gearnet_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/gearnet_pretrained/meta.json b/extract/embeddings/go_mf/gearnet_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..8059641a64a63e664a2c95809b4138f06ad11f48
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 13:41",
+ "seconds": 2822.2,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 512,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 512,
+  "max_abs": 279.6271057128906
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.6126985694386917,
+  "rel_change_coord_swap": 0.8348703599707765,
+  "rel_change_seq_shuffle": 0.9662573093575675,
+  "rel_change_rigid_motion": 1.2599318430699313e-07,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/go_mf/ipa/ids_test.txt b/extract/embeddings/go_mf/ipa/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/ipa/ids_test.txt
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diff --git a/extract/embeddings/go_mf/ipa/ids_train.txt b/extract/embeddings/go_mf/ipa/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/ipa/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/ipa/ids_valid.txt b/extract/embeddings/go_mf/ipa/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/ipa/ids_valid.txt
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diff --git a/extract/embeddings/go_mf/ipa/meta.json b/extract/embeddings/go_mf/ipa/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..4d604e3cd375f205b7fdcf622e2968634aa15701
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:48",
+ "seconds": 25.9,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 127,
+  "max_abs": 1.7506593465805054
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.12257404418853522,
+  "rel_change_coord_swap": 0.05155514499170901,
+  "rel_change_seq_shuffle": 0.07979833145918347,
+  "rel_change_rigid_motion": 3.324157357454397e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_mf/ipa_pretrained/ids_test.txt b/extract/embeddings/go_mf/ipa_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/ipa_pretrained/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/ipa_pretrained/ids_train.txt b/extract/embeddings/go_mf/ipa_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/ipa_pretrained/ids_train.txt
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diff --git a/extract/embeddings/go_mf/ipa_pretrained/ids_valid.txt b/extract/embeddings/go_mf/ipa_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/ipa_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/ipa_pretrained/meta.json b/extract/embeddings/go_mf/ipa_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..57e30dc10a0e3b4bf6e7ad3f5cdb6432ee7962c6
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 13:01",
+ "seconds": 27.8,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 128,
+  "max_abs": 0.921656608581543
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.35788735457048,
+  "rel_change_coord_swap": 0.3508906921658772,
+  "rel_change_seq_shuffle": 0.22938672712778466,
+  "rel_change_rigid_motion": 4.405119945175939e-06,
+  "verdict": "pass"
+ }
+}
diff --git a/extract/embeddings/go_mf/mace/ids_train.txt b/extract/embeddings/go_mf/mace/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/mace/ids_train.txt
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diff --git a/extract/embeddings/go_mf/pottsmpnn/ids_test.txt b/extract/embeddings/go_mf/pottsmpnn/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn/ids_test.txt
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diff --git a/extract/embeddings/go_mf/pottsmpnn/ids_train.txt b/extract/embeddings/go_mf/pottsmpnn/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn/ids_train.txt
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diff --git a/extract/embeddings/go_mf/pottsmpnn/ids_valid.txt b/extract/embeddings/go_mf/pottsmpnn/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/pottsmpnn/meta.json b/extract/embeddings/go_mf/pottsmpnn/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d125b5f4967da5466aa3a12d21783a03bd40eefb
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:51",
+ "seconds": 37.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 127,
+  "max_abs": 3.2055587768554688
+ },
+ "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_mf/pottsmpnn_ft/ids_test.txt b/extract/embeddings/go_mf/pottsmpnn_ft/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn_ft/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/pottsmpnn_ft/ids_train.txt b/extract/embeddings/go_mf/pottsmpnn_ft/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn_ft/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/pottsmpnn_ft/ids_valid.txt b/extract/embeddings/go_mf/pottsmpnn_ft/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn_ft/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/pottsmpnn_ft/meta.json b/extract/embeddings/go_mf/pottsmpnn_ft/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..b08c65683f710152c26735d8f0a9522fb3b7f1e6
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:54",
+ "seconds": 38.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 127,
+  "max_abs": 2.5687568187713623
+ },
+ "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/go_mf/pottsmpnn_pretrained/ids_test.txt b/extract/embeddings/go_mf/pottsmpnn_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn_pretrained/ids_test.txt
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diff --git a/extract/embeddings/go_mf/pottsmpnn_pretrained/ids_train.txt b/extract/embeddings/go_mf/pottsmpnn_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn_pretrained/ids_train.txt
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diff --git a/extract/embeddings/go_mf/pottsmpnn_pretrained/ids_valid.txt b/extract/embeddings/go_mf/pottsmpnn_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/pottsmpnn_pretrained/meta.json b/extract/embeddings/go_mf/pottsmpnn_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..83cc8752190b382a6f93b031437627f91ca072ce
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:53",
+ "seconds": 37.8,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 127,
+  "max_abs": 3.315916061401367
+ },
+ "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/go_mf/pottsmpnn_soluble/ids_test.txt b/extract/embeddings/go_mf/pottsmpnn_soluble/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn_soluble/ids_test.txt
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diff --git a/extract/embeddings/go_mf/pottsmpnn_soluble/ids_train.txt b/extract/embeddings/go_mf/pottsmpnn_soluble/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn_soluble/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/pottsmpnn_soluble/ids_valid.txt b/extract/embeddings/go_mf/pottsmpnn_soluble/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/pottsmpnn_soluble/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/pottsmpnn_soluble/meta.json b/extract/embeddings/go_mf/pottsmpnn_soluble/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..7fff255d61f80df2e03c5b0fd1eaa12994dd9296
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:53",
+ "seconds": 37.8,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 127,
+  "max_abs": 1.9443042278289795
+ },
+ "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/go_mf/prostt5/ids_test.txt b/extract/embeddings/go_mf/prostt5/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/prostt5/ids_test.txt
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diff --git a/extract/embeddings/go_mf/prostt5/ids_train.txt b/extract/embeddings/go_mf/prostt5/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/prostt5/ids_train.txt
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diff --git a/extract/embeddings/go_mf/prostt5/ids_valid.txt b/extract/embeddings/go_mf/prostt5/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/prostt5/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/prostt5/meta.json b/extract/embeddings/go_mf/prostt5/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..69b956d22c4e57d2cda2d956f0e9f9195f8b1671
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:46",
+ "seconds": 126.7,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10389,
+  "numerical_rank": 1024,
+  "max_abs": 1.1050528287887573
+ },
+ "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_mf/protbert_bfd/ids_test.txt b/extract/embeddings/go_mf/protbert_bfd/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/protbert_bfd/ids_test.txt
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diff --git a/extract/embeddings/go_mf/protbert_bfd/ids_train.txt b/extract/embeddings/go_mf/protbert_bfd/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/protbert_bfd/ids_train.txt
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diff --git a/extract/embeddings/go_mf/protbert_bfd/ids_valid.txt b/extract/embeddings/go_mf/protbert_bfd/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/protbert_bfd/ids_valid.txt
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diff --git a/extract/embeddings/go_mf/protbert_bfd/meta.json b/extract/embeddings/go_mf/protbert_bfd/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..e4e1b2c7a6d50db5a8b7a777e4e58ac303f0ae4b
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:35",
+ "seconds": 63.0,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 1024,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10385,
+  "numerical_rank": 1023,
+  "max_abs": 2.1730058193206787
+ },
+ "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/go_mf/proteinmpnn/ids_test.txt b/extract/embeddings/go_mf/proteinmpnn/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/proteinmpnn/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/proteinmpnn/ids_train.txt b/extract/embeddings/go_mf/proteinmpnn/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/proteinmpnn/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/proteinmpnn/ids_valid.txt b/extract/embeddings/go_mf/proteinmpnn/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/proteinmpnn/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/proteinmpnn/meta.json b/extract/embeddings/go_mf/proteinmpnn/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..00a34cdafbfaf0757c8e0b0196ca894c56b78821
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:52",
+ "seconds": 35.5,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 127,
+  "max_abs": 2.2603015899658203
+ },
+ "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/go_mf/ref_composition/ids_test.txt b/extract/embeddings/go_mf/ref_composition/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/ref_composition/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/ref_composition/ids_train.txt b/extract/embeddings/go_mf/ref_composition/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/ref_composition/ids_train.txt
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diff --git a/extract/embeddings/go_mf/ref_composition/ids_valid.txt b/extract/embeddings/go_mf/ref_composition/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/ref_composition/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/ref_composition/meta.json b/extract/embeddings/go_mf/ref_composition/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..7a22931204738dcec7305b262e7e31aa38404548
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "ids_copied_from": "esm2_150m",
+ "n_per_split": {
+  "train": 6000,
+  "valid": 1500,
+  "test": 2904
+ },
+ "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/go_mf/saprot/ids_test.txt b/extract/embeddings/go_mf/saprot/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/saprot/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/saprot/ids_train.txt b/extract/embeddings/go_mf/saprot/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/saprot/ids_train.txt
@@ -0,0 +1,6000 @@
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diff --git a/extract/embeddings/go_mf/saprot/ids_valid.txt b/extract/embeddings/go_mf/saprot/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/saprot/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/saprot/meta.json b/extract/embeddings/go_mf/saprot/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..0f95e098ae4aa15235ec928f4f3c45fc365375b8
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 13:16",
+ "seconds": 285.7,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 1280,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 1279,
+  "max_abs": 1.4914432764053345
+ },
+ "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/go_mf/schnet/ids_test.txt b/extract/embeddings/go_mf/schnet/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/schnet/ids_test.txt
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diff --git a/extract/embeddings/go_mf/schnet/ids_train.txt b/extract/embeddings/go_mf/schnet/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/schnet/ids_train.txt
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diff --git a/extract/embeddings/go_mf/schnet/ids_valid.txt b/extract/embeddings/go_mf/schnet/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/schnet/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/schnet/meta.json b/extract/embeddings/go_mf/schnet/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..d6af7a00e0a43c07c7e1734ecc0942064c5478db
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 12:47",
+ "seconds": 13.3,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10404,
+  "numerical_rank": 127,
+  "max_abs": 1.8054375648498535
+ },
+ "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/go_mf/tfn/ids_test.txt b/extract/embeddings/go_mf/tfn/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/tfn/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/tfn/ids_train.txt b/extract/embeddings/go_mf/tfn/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/tfn/ids_train.txt
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diff --git a/extract/embeddings/go_mf/tfn/ids_valid.txt b/extract/embeddings/go_mf/tfn/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/tfn/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/tfn/meta.json b/extract/embeddings/go_mf/tfn/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..a0a8f461809d10fb9931e37009c84fa7ce98a8c5
--- /dev/null
+++ b/extract/embeddings/go_mf/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_mf",
+ "date": "2026-09-20 12:47",
+ "seconds": 24.1,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 127,
+  "max_abs": 3.827603816986084
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.035918458072776736,
+  "rel_change_coord_swap": 0.08890219183144087,
+  "rel_change_seq_shuffle": 0.15717390618985286,
+  "rel_change_rigid_motion": 1.1076085967631164e-07,
+  "verdict": "pass"
+ }
+}
\ No newline at end of file
diff --git a/extract/embeddings/go_mf/tfn_pretrained/ids_test.txt b/extract/embeddings/go_mf/tfn_pretrained/ids_test.txt
new file mode 100644
index 0000000000000000000000000000000000000000..85ab7b30fd8f1dbf720717964109e124fbea064e
--- /dev/null
+++ b/extract/embeddings/go_mf/tfn_pretrained/ids_test.txt
@@ -0,0 +1,2904 @@
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diff --git a/extract/embeddings/go_mf/tfn_pretrained/ids_train.txt b/extract/embeddings/go_mf/tfn_pretrained/ids_train.txt
new file mode 100644
index 0000000000000000000000000000000000000000..2e251777976c3965aca46a9f3e8aadc62cf6571d
--- /dev/null
+++ b/extract/embeddings/go_mf/tfn_pretrained/ids_train.txt
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diff --git a/extract/embeddings/go_mf/tfn_pretrained/ids_valid.txt b/extract/embeddings/go_mf/tfn_pretrained/ids_valid.txt
new file mode 100644
index 0000000000000000000000000000000000000000..b22ca1f3cc60f2469d6cab66066a83153f68be30
--- /dev/null
+++ b/extract/embeddings/go_mf/tfn_pretrained/ids_valid.txt
@@ -0,0 +1,1500 @@
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diff --git a/extract/embeddings/go_mf/tfn_pretrained/meta.json b/extract/embeddings/go_mf/tfn_pretrained/meta.json
new file mode 100644
index 0000000000000000000000000000000000000000..5448180229a9412e7398816778f04ade5021878f
--- /dev/null
+++ b/extract/embeddings/go_mf/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": "go_mf",
+ "date": "2026-09-20 13:01",
+ "seconds": 24.9,
+ "pooling": "masked mean over all residues of the chain",
+ "manifest": "manifest/go_mf.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": 2904,
+  "train": 6000,
+  "valid": 1500
+ },
+ "health": {
+  "n_rows": 10404,
+  "dim": 128,
+  "nan_values": 0,
+  "all_zero_rows": 0,
+  "distinct_rows": 10403,
+  "numerical_rank": 109,
+  "max_abs": 1.353196382522583
+ },
+ "input_audit": {
+  "rel_change_jitter_1A": 0.03822253528016585,
+  "rel_change_coord_swap": 0.07263559060691777,
+  "rel_change_seq_shuffle": 0.2809558934670733,
+  "rel_change_rigid_motion": 1.0058377638130357e-07,
+  "verdict": "pass"
+ }
+}