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.gitattributes

@@ -58,3 +58,8 @@ saved_model/**/* filter=lfs diff=lfs merge=lfs -text
 # Video files - compressed
 *.mp4 filter=lfs diff=lfs merge=lfs -text
 *.webm filter=lfs diff=lfs merge=lfs -text
+embeddings_corpus/idx_to_statement.json filter=lfs diff=lfs merge=lfs -text
+embeddings_deepseek/idx_to_statement.json filter=lfs diff=lfs merge=lfs -text
+embeddings_fixed/idx_to_statement.json filter=lfs diff=lfs merge=lfs -text
+embeddings_mistral/idx_to_statement.json filter=lfs diff=lfs merge=lfs -text
+results_shared/pool.json filter=lfs diff=lfs merge=lfs -text

README.md

@@ -1,35 +1,67 @@
 ---
 license: mit
+task_categories:
+  - feature-extraction
+tags:
+  - mathlib
+  - lean4
+  - theorem-embeddings
 ---
 
 # vector_behavior — data bundle
 
 Companion data for https://github.com/david-busbib/vector_behavior-
 
-Theorem embeddings restricted to the 99,552 Mathlib theorems the study uses,
-written in pool order, float32. Also carries the proof-dependency graph reduced to
-what the scripts read.
+Four theorem embedding spaces over the same 99,552 Mathlib theorems, restricted to
+the rows the study uses and written **in pool order**, float32. Also carries the
+proof-dependency graph, reduced to what the scripts actually read.
 
-| file | size | contents |
-|---|---|---|
-| `vb_bundle_e5_large.zip` | 375 MB | `e5_large` (1024-dim), `pool.json`, `subset.json`, `neighbors.npz`, dependency graph |
+| directory | space | dim | size |
+|---|---|---|---|
+| `embeddings_mistral/` | `e5_mistral` — intfloat/e5-mistral-7b-instruct | 4096 | 1.6 GB |
+| `embeddings_corpus/` | `e5_large` — intfloat/e5-large-v2 | 1024 | 407 MB |
+| `embeddings_fixed/` | `e5_large_stmt` — same model, different text source | 1024 | 407 MB |
+| `embeddings_deepseek/` | `deepseek_prover` — **degenerate, contrast only** | 4096 | 1.6 GB |
+| `results_shared/` | pool.json, subset.json, neighbors.npz | | 27 MB |
+| `graph_uses.json.gz` | proof dependency graph, 55,575 theorems | | 2.4 MB |
 
-## Use
+## Setup
 
 ```bash
 git clone https://github.com/david-busbib/vector_behavior-.git
 cd vector_behavior-
 pip install -r requirements.txt
 
-unzip vb_bundle_e5_large.zip
-cp vb_bundle/results_shared/* results/shared/
-export VB_DATA=$PWD/vb_bundle
+huggingface-cli download davidbusbib/vector-behavior-data \
+    --repo-type dataset --local-dir vb_data
+
+cp vb_data/results_shared/* results/shared/
+export VB_DATA=$PWD/vb_data
 
 python scripts/19_read_mutual.py
 ```
 
-Scripts filter themselves to the embedding spaces present, so this partial bundle
-runs the whole pipeline. Numbers come out lower than the report's headline column,
-which uses `e5_mistral` — rankings and conclusions are identical.
+### Pulling only what you need
+
+Each space is ~0.4-1.6 GB. To take one:
+
+```bash
+huggingface-cli download davidbusbib/vector-behavior-data \
+    --repo-type dataset --local-dir vb_data \
+    --include "embeddings_corpus/*" "results_shared/*" "graph_uses.json.gz" "to_additive.json"
+```
+
+Scripts filter themselves to whichever spaces are present, so a partial download
+runs the whole pipeline over the subset you took.
+
+## Notes
 
-md5 `d042a6370c4c02ba933adbbae51205a6`
+* Rows are pool-ordered, so `pool["rows"][space]` is the identity. This is why the
+  arrays are smaller than the originals (99,552 rather than 180,907 / 104,050 rows)
+  and why no script needs changing.
+* float32 throughout. float16 moves the numbers.
+* `deepseek_prover` is degenerate — 81% of its variance sits in one direction after
+  centring, and it was extracted under fp16. It is in the study as a contrast, never
+  as evidence. See `RESULTS.md`.
+* Proofs and the dependency graph are **held back** as validation in this project.
+  `graph_uses.json.gz` is here so Phase 3 can be rerun; it is not an encoder input.

embeddings_corpus/embeddings.npy

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embeddings_corpus/idx_to_statement.json

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embeddings_deepseek/embeddings.npy

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embeddings_deepseek/idx_to_statement.json

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embeddings_fixed/embeddings.npy

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embeddings_mistral/embeddings.npy

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embeddings_mistral/idx_to_statement.json

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graph_uses.json.gz

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results_shared/neighbors.npz

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results_shared/pool.json

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