od2961 commited on
Commit
010c310
·
verified ·
1 Parent(s): 54689d5

Index 706 verified experimental models

Browse files
README.md CHANGED
@@ -8,7 +8,7 @@ tags:
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  Terminal fine-tuned models for studying correctness and verified output support. Browse by study, base model, domain, method and seed; restore each export from its recorded immutable revision.
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- **Paper artifact collection · 701 / 715 selected exports verified. Transfer is in progress.**
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  The fixed archival selection contains admitted completed models from the source studies listed below. Counts describe archive availability, not live training progress or a replacement for the papers’ frozen analysis sets.
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@@ -21,15 +21,15 @@ The broader paper collection is being expanded to additional baselines, ablation
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  | [E78](experiments/E78/README.md) | Verified replay · Qwen2.5-0.5B | 50 / 50 |
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  | [E79](experiments/E79/README.md) | Verified replay · Falcon3-1B | 49 / 49 |
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  | [E80-R1](experiments/E80-R1/README.md) | Verified replay · Qwen2.5-3B | 50 / 50 |
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- | [E118](experiments/E118/README.md) | MaxRL × verified replay · Level 1 | 138 / 146 |
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- | [E119](experiments/E119/README.md) | Four-method factorial · Level 2 | 88 / 90 |
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  | [E120-R1](experiments/E120-R1/README.md) | Uniform versus fresh-frequency replay | 43 / 44 |
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  | [E95](experiments/E95/README.md) | Plain GRPO · initial cross-scale cohort | 0 / 0 |
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  | [E114](experiments/E114/README.md) | Plain GRPO · Qwen2.5-3B seed extension | 20 / 20 |
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  | [E97](experiments/E97/README.md) | UCPO · Qwen2.5-0.5B initial domains | 15 / 15 |
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  | [E99](experiments/E99/README.md) | UCPO · Falcon3-1B | 25 / 25 |
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  | [E115](experiments/E115/README.md) | UCPO · domain and scale extension | 10 / 10 |
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- | [E98-R1](experiments/E98-R1/README.md) | Sparse RLEP-Dr · Qwen2.5-0.5B | 12 / 15 |
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  | [E100](experiments/E100/README.md) | Sparse RLEP-Dr · Falcon3-1B | 22 / 22 |
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  | [E116](experiments/E116/README.md) | Sparse RLEP-Dr · domain and scale extension | 10 / 10 |
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  | [E81](experiments/E81/README.md) | Fixed semantic + replay · Qwen2.5-0.5B | 20 / 20 |
@@ -46,7 +46,7 @@ The broader paper collection is being expanded to additional baselines, ablation
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  | Scientific records selected | Deployable model exports | Verified model exports | Model weights unavailable |
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  | ---: | ---: | ---: | ---: |
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- | 770 | 715 | 701 | 55 |
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  Model weights are unavailable for 55 retained scientific records: E95 (55). Their metadata and admitted results remain part of the research record; they are excluded from the downloadable-model catalog.
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  Terminal fine-tuned models for studying correctness and verified output support. Browse by study, base model, domain, method and seed; restore each export from its recorded immutable revision.
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+ **Paper artifact collection · 706 / 715 selected exports verified. Transfer is in progress.**
12
 
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  The fixed archival selection contains admitted completed models from the source studies listed below. Counts describe archive availability, not live training progress or a replacement for the papers’ frozen analysis sets.
14
 
 
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  | [E78](experiments/E78/README.md) | Verified replay · Qwen2.5-0.5B | 50 / 50 |
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  | [E79](experiments/E79/README.md) | Verified replay · Falcon3-1B | 49 / 49 |
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  | [E80-R1](experiments/E80-R1/README.md) | Verified replay · Qwen2.5-3B | 50 / 50 |
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+ | [E118](experiments/E118/README.md) | MaxRL × verified replay · Level 1 | 139 / 146 |
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+ | [E119](experiments/E119/README.md) | Four-method factorial · Level 2 | 89 / 90 |
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  | [E120-R1](experiments/E120-R1/README.md) | Uniform versus fresh-frequency replay | 43 / 44 |
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  | [E95](experiments/E95/README.md) | Plain GRPO · initial cross-scale cohort | 0 / 0 |
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  | [E114](experiments/E114/README.md) | Plain GRPO · Qwen2.5-3B seed extension | 20 / 20 |
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  | [E97](experiments/E97/README.md) | UCPO · Qwen2.5-0.5B initial domains | 15 / 15 |
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  | [E99](experiments/E99/README.md) | UCPO · Falcon3-1B | 25 / 25 |
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  | [E115](experiments/E115/README.md) | UCPO · domain and scale extension | 10 / 10 |
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+ | [E98-R1](experiments/E98-R1/README.md) | Sparse RLEP-Dr · Qwen2.5-0.5B | 15 / 15 |
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  | [E100](experiments/E100/README.md) | Sparse RLEP-Dr · Falcon3-1B | 22 / 22 |
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  | [E116](experiments/E116/README.md) | Sparse RLEP-Dr · domain and scale extension | 10 / 10 |
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  | [E81](experiments/E81/README.md) | Fixed semantic + replay · Qwen2.5-0.5B | 20 / 20 |
 
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  | Scientific records selected | Deployable model exports | Verified model exports | Model weights unavailable |
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  | ---: | ---: | ---: | ---: |
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+ | 770 | 715 | 706 | 55 |
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  Model weights are unavailable for 55 retained scientific records: E95 (55). Their metadata and admitted results remain part of the research record; they are excluded from the downloadable-model catalog.
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catalog.json CHANGED
@@ -1,9 +1,9 @@
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  {
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  "schema": "experiment-model-archive-catalog-v1",
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- "updated_at_utc": "2026-09-15T18:46:20.438368+00:00",
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  "repo_id": "od2961/maxent-grpo-models",
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  "expected_model_count": 715,
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- "verified_model_count": 701,
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  "models": [
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  {
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  "experiment": "E100",
@@ -2885,6 +2885,18 @@
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  "local_weights_retired": true,
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  "export_bytes": 6187842646
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  {
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  "experiment": "E118",
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  "model": "Qwen2.5-3B-Instruct",
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  "local_weights_retired": true,
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  "export_bytes": 1003977886
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  "model": "Qwen2.5-0.5B-Instruct",
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  "local_weights_retired": false,
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  "export_bytes": 1003977886
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  },
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
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  {
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  "experiment": "E99",
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  "model": "Falcon3-1B-Instruct",
 
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  {
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  "schema": "experiment-model-archive-catalog-v1",
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+ "updated_at_utc": "2026-09-15T18:49:22.969319+00:00",
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  "repo_id": "od2961/maxent-grpo-models",
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  "expected_model_count": 715,
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+ "verified_model_count": 706,
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  "models": [
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  {
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  "experiment": "E100",
 
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  "local_weights_retired": true,
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  "export_bytes": 6187842646
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  },
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+ {
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+ "experiment": "E118",
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+ "model": "Qwen2.5-3B-Instruct",
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+ "domain": "mathir",
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+ "method": "maxrl",
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+ "seed": 72,
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+ "step": 3073,
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+ "repo_prefix": "experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-72/step-03073",
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  "experiment": "E118",
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  "model": "Qwen2.5-3B-Instruct",
 
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  "local_weights_retired": true,
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  "export_bytes": 1003977886
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  },
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+ {
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+ "experiment": "E119",
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+ "model": "Qwen2.5-0.5B-Instruct",
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+ "domain": "pantry_plan",
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+ "method": "replay_maxrl",
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+ "seed": 43,
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+ "step": 3073,
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+ "repo_prefix": "experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_maxrl/seed-43/step-03073",
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  "experiment": "E119",
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  "model": "Qwen2.5-0.5B-Instruct",
 
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  "local_weights_retired": false,
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  "export_bytes": 1003977886
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  },
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+ {
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+ "experiment": "E98-R1",
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+ "model": "Qwen2.5-0.5B-Instruct",
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+ "domain": "python_factors",
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+ "method": "rlep_dr_sparse",
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+ "seed": 45,
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+ "step": 3073,
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+ "experiment": "E98-R1",
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+ "model": "Qwen2.5-0.5B-Instruct",
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+ "domain": "python_factors",
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+ "method": "rlep_dr_sparse",
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+ "seed": 46,
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+ "step": 3073,
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+ "repo_prefix": "experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-46/step-03073",
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+ "export_bytes": 1003977886
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+ },
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+ {
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+ "experiment": "E98-R1",
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+ "model": "Qwen2.5-0.5B-Instruct",
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+ "domain": "python_factors",
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+ "method": "rlep_dr_sparse",
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+ "seed": 47,
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+ "step": 3073,
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+ "repo_prefix": "experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-47/step-03073",
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+ "export_bytes": 1003977886
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+ },
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  {
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  "experiment": "E99",
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  "model": "Falcon3-1B-Instruct",
experiments/E118/README.md CHANGED
@@ -18,7 +18,7 @@ These are terminal exports from the registered eight-pass training horizon. The
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  | Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
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  | ---: | ---: | ---: | ---: |
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- | 150 | 146 | 146 | 138 |
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  Scientific records preserve the admitted result identity. Deployable exports additionally have available model weights; verified exports have completed remote verification. Cells outside the fixed selection are not silently counted, and unverified model folders are not linked below.
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@@ -26,7 +26,7 @@ Scientific records preserve the admitted result identity. Deployable exports add
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  | --- | ---: | --- |
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  | [Qwen2.5-0.5B-Instruct](#model-qwen05b) | 50 / 50 | 43, 44, 45, 46, 47 |
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  | [Falcon3-1B-Instruct](#model-falcon1b) | 50 / 50 | 55, 56, 57, 58, 59 |
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- | [Qwen2.5-3B-Instruct](#model-qwen3b) | 38 / 46 | 70, 71, 72, 73, 74 |
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  ## Methods and collections
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@@ -47,7 +47,7 @@ Binary MaxRL objective on fresh rollouts; zero replay derivative.
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  - [Qwen2.5-0.5B-Instruct · Python Factors](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-0.5B-Instruct/python_factors/maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
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  - [Qwen2.5-3B-Instruct · Countdown](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/countdown/maxrl) — 3 verified exports. Exact immutable revisions are in the model tables below.
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  - [Qwen2.5-3B-Instruct · Graph Coloring](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/graph_coloring/maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
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- - [Qwen2.5-3B-Instruct · MathIR](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl) — 3 verified exports. Exact immutable revisions are in the model tables below.
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  - [Qwen2.5-3B-Instruct · PantryPlan](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/pantry_plan/maxrl) — 2 verified exports. Exact immutable revisions are in the model tables below.
52
  - [Qwen2.5-3B-Instruct · Python Factors](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/python_factors/maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
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@@ -191,7 +191,7 @@ Browse by domain: [Countdown](#domain-countdown) · [Graph Coloring](#domain-gra
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  <a id="domain-mathir"></a>
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  ### MathIR
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- **26 / 29** selected exports verified.
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196
  | Model | Method | Seed | Terminal export | Immutable revision |
197
  | --- | --- | ---: | --- | --- |
@@ -217,6 +217,7 @@ Browse by domain: [Countdown](#domain-countdown) · [Graph Coloring](#domain-gra
217
  | Qwen2.5-0.5B-Instruct | Re:MaxRL | 47 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/fb521c01c8fd0111375e899a7f8e7ba3139467b5/experiments/E118/Qwen2.5-0.5B-Instruct/mathir/replay_maxrl/seed-47/step-03073) | [`fb521c01c8fd`](https://huggingface.co/od2961/maxent-grpo-models/tree/fb521c01c8fd0111375e899a7f8e7ba3139467b5/experiments/E118/Qwen2.5-0.5B-Instruct/mathir/replay_maxrl/seed-47/step-03073) |
218
  | Qwen2.5-3B-Instruct | MaxRL | 70 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/413f58dbe6962270518735139aa05f1a03893e4c/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-70/step-03073) | [`413f58dbe696`](https://huggingface.co/od2961/maxent-grpo-models/tree/413f58dbe6962270518735139aa05f1a03893e4c/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-70/step-03073) |
219
  | Qwen2.5-3B-Instruct | MaxRL | 71 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/2c06d07c8af5aa76b5725eaf2d3980152ac3fb06/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-71/step-03073) | [`2c06d07c8af5`](https://huggingface.co/od2961/maxent-grpo-models/tree/2c06d07c8af5aa76b5725eaf2d3980152ac3fb06/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-71/step-03073) |
 
220
  | Qwen2.5-3B-Instruct | MaxRL | 74 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/fadea76b2146402772e84675d2c237a56f9136fa/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-74/step-03073) | [`fadea76b2146`](https://huggingface.co/od2961/maxent-grpo-models/tree/fadea76b2146402772e84675d2c237a56f9136fa/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-74/step-03073) |
221
  | Qwen2.5-3B-Instruct | Re:MaxRL | 70 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/36bdd48a3c8c6121b8d9d699d64194611958d7af/experiments/E118/Qwen2.5-3B-Instruct/mathir/replay_maxrl/seed-70/step-03073) | [`36bdd48a3c8c`](https://huggingface.co/od2961/maxent-grpo-models/tree/36bdd48a3c8c6121b8d9d699d64194611958d7af/experiments/E118/Qwen2.5-3B-Instruct/mathir/replay_maxrl/seed-70/step-03073) |
222
  | Qwen2.5-3B-Instruct | Re:MaxRL | 71 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/f3a7454cf8a004a9a9677dcf8f68ca714bcb99d2/experiments/E118/Qwen2.5-3B-Instruct/mathir/replay_maxrl/seed-71/step-03073) | [`f3a7454cf8a0`](https://huggingface.co/od2961/maxent-grpo-models/tree/f3a7454cf8a004a9a9677dcf8f68ca714bcb99d2/experiments/E118/Qwen2.5-3B-Instruct/mathir/replay_maxrl/seed-71/step-03073) |
 
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  | Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
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  | ---: | ---: | ---: | ---: |
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+ | 150 | 146 | 146 | 139 |
22
 
23
  Scientific records preserve the admitted result identity. Deployable exports additionally have available model weights; verified exports have completed remote verification. Cells outside the fixed selection are not silently counted, and unverified model folders are not linked below.
24
 
 
26
  | --- | ---: | --- |
27
  | [Qwen2.5-0.5B-Instruct](#model-qwen05b) | 50 / 50 | 43, 44, 45, 46, 47 |
28
  | [Falcon3-1B-Instruct](#model-falcon1b) | 50 / 50 | 55, 56, 57, 58, 59 |
29
+ | [Qwen2.5-3B-Instruct](#model-qwen3b) | 39 / 46 | 70, 71, 72, 73, 74 |
30
 
31
  ## Methods and collections
32
 
 
47
  - [Qwen2.5-0.5B-Instruct · Python Factors](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-0.5B-Instruct/python_factors/maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
48
  - [Qwen2.5-3B-Instruct · Countdown](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/countdown/maxrl) — 3 verified exports. Exact immutable revisions are in the model tables below.
49
  - [Qwen2.5-3B-Instruct · Graph Coloring](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/graph_coloring/maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
50
+ - [Qwen2.5-3B-Instruct · MathIR](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl) — 4 verified exports. Exact immutable revisions are in the model tables below.
51
  - [Qwen2.5-3B-Instruct · PantryPlan](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/pantry_plan/maxrl) — 2 verified exports. Exact immutable revisions are in the model tables below.
52
  - [Qwen2.5-3B-Instruct · Python Factors](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E118/Qwen2.5-3B-Instruct/python_factors/maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
53
 
 
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  <a id="domain-mathir"></a>
192
  ### MathIR
193
 
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+ **27 / 29** selected exports verified.
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196
  | Model | Method | Seed | Terminal export | Immutable revision |
197
  | --- | --- | ---: | --- | --- |
 
217
  | Qwen2.5-0.5B-Instruct | Re:MaxRL | 47 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/fb521c01c8fd0111375e899a7f8e7ba3139467b5/experiments/E118/Qwen2.5-0.5B-Instruct/mathir/replay_maxrl/seed-47/step-03073) | [`fb521c01c8fd`](https://huggingface.co/od2961/maxent-grpo-models/tree/fb521c01c8fd0111375e899a7f8e7ba3139467b5/experiments/E118/Qwen2.5-0.5B-Instruct/mathir/replay_maxrl/seed-47/step-03073) |
218
  | Qwen2.5-3B-Instruct | MaxRL | 70 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/413f58dbe6962270518735139aa05f1a03893e4c/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-70/step-03073) | [`413f58dbe696`](https://huggingface.co/od2961/maxent-grpo-models/tree/413f58dbe6962270518735139aa05f1a03893e4c/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-70/step-03073) |
219
  | Qwen2.5-3B-Instruct | MaxRL | 71 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/2c06d07c8af5aa76b5725eaf2d3980152ac3fb06/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-71/step-03073) | [`2c06d07c8af5`](https://huggingface.co/od2961/maxent-grpo-models/tree/2c06d07c8af5aa76b5725eaf2d3980152ac3fb06/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-71/step-03073) |
220
+ | Qwen2.5-3B-Instruct | MaxRL | 72 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/54689d5d20dded2fc2e8259ddbfcc73810cb5f1c/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-72/step-03073) | [`54689d5d20dd`](https://huggingface.co/od2961/maxent-grpo-models/tree/54689d5d20dded2fc2e8259ddbfcc73810cb5f1c/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-72/step-03073) |
221
  | Qwen2.5-3B-Instruct | MaxRL | 74 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/fadea76b2146402772e84675d2c237a56f9136fa/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-74/step-03073) | [`fadea76b2146`](https://huggingface.co/od2961/maxent-grpo-models/tree/fadea76b2146402772e84675d2c237a56f9136fa/experiments/E118/Qwen2.5-3B-Instruct/mathir/maxrl/seed-74/step-03073) |
222
  | Qwen2.5-3B-Instruct | Re:MaxRL | 70 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/36bdd48a3c8c6121b8d9d699d64194611958d7af/experiments/E118/Qwen2.5-3B-Instruct/mathir/replay_maxrl/seed-70/step-03073) | [`36bdd48a3c8c`](https://huggingface.co/od2961/maxent-grpo-models/tree/36bdd48a3c8c6121b8d9d699d64194611958d7af/experiments/E118/Qwen2.5-3B-Instruct/mathir/replay_maxrl/seed-70/step-03073) |
223
  | Qwen2.5-3B-Instruct | Re:MaxRL | 71 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/f3a7454cf8a004a9a9677dcf8f68ca714bcb99d2/experiments/E118/Qwen2.5-3B-Instruct/mathir/replay_maxrl/seed-71/step-03073) | [`f3a7454cf8a0`](https://huggingface.co/od2961/maxent-grpo-models/tree/f3a7454cf8a004a9a9677dcf8f68ca714bcb99d2/experiments/E118/Qwen2.5-3B-Instruct/mathir/replay_maxrl/seed-71/step-03073) |
experiments/E119/README.md CHANGED
@@ -18,13 +18,13 @@ These are terminal exports from the registered eight-pass training horizon. The
18
 
19
  | Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
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  | ---: | ---: | ---: | ---: |
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- | 100 | 90 | 90 | 88 |
22
 
23
  Scientific records preserve the admitted result identity. Deployable exports additionally have available model weights; verified exports have completed remote verification. Cells outside the fixed selection are not silently counted, and unverified model folders are not linked below.
24
 
25
  | Model | Verified / selected | Seeds in selection |
26
  | --- | ---: | --- |
27
- | [Qwen2.5-0.5B-Instruct](#model-qwen05b) | 88 / 90 | 43, 44, 45, 46, 47 |
28
 
29
  ## Methods and collections
30
 
@@ -69,7 +69,7 @@ The same binary MaxRL objective plus verified canonical replay.
69
  - [Qwen2.5-0.5B-Instruct · Countdown](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/countdown/replay_maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
70
  - [Qwen2.5-0.5B-Instruct · Graph Coloring](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/graph_coloring/replay_maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
71
  - [Qwen2.5-0.5B-Instruct · MathIR](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/mathir/replay_maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
72
- - [Qwen2.5-0.5B-Instruct · PantryPlan](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_maxrl) — 1 verified exports. Exact immutable revisions are in the model tables below.
73
  - [Qwen2.5-0.5B-Instruct · Python Factors](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/python_factors/replay_maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
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  <a id="models"></a>
@@ -192,7 +192,7 @@ Browse by domain: [Countdown](#domain-countdown) · [Graph Coloring](#domain-gra
192
  <a id="domain-pantry_plan"></a>
193
  ### PantryPlan
194
 
195
- **8 / 10** selected exports verified.
196
 
197
  | Model | Method | Seed | Terminal export | Immutable revision |
198
  | --- | --- | ---: | --- | --- |
@@ -203,6 +203,7 @@ Browse by domain: [Countdown](#domain-countdown) · [Graph Coloring](#domain-gra
203
  | Qwen2.5-0.5B-Instruct | Re:Dr.GRPO | 43 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/8016ef10f1b351f12c1d56e69bfceb77862575fd/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-43/step-03073) | [`8016ef10f1b3`](https://huggingface.co/od2961/maxent-grpo-models/tree/8016ef10f1b351f12c1d56e69bfceb77862575fd/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-43/step-03073) |
204
  | Qwen2.5-0.5B-Instruct | Re:Dr.GRPO | 46 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/b4a0819d758e2863daa35d6645db67a4290b17c4/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-46/step-03073) | [`b4a0819d758e`](https://huggingface.co/od2961/maxent-grpo-models/tree/b4a0819d758e2863daa35d6645db67a4290b17c4/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-46/step-03073) |
205
  | Qwen2.5-0.5B-Instruct | Re:Dr.GRPO | 47 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/9429b7fe311605d5cfb9276ab99ccd359caa0882/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-47/step-03073) | [`9429b7fe3116`](https://huggingface.co/od2961/maxent-grpo-models/tree/9429b7fe311605d5cfb9276ab99ccd359caa0882/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-47/step-03073) |
 
206
  | Qwen2.5-0.5B-Instruct | Re:MaxRL | 44 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/4987bf0d721fcbabdcf23a8acf33bd5eb55747e9/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_maxrl/seed-44/step-03073) | [`4987bf0d721f`](https://huggingface.co/od2961/maxent-grpo-models/tree/4987bf0d721fcbabdcf23a8acf33bd5eb55747e9/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_maxrl/seed-44/step-03073) |
207
 
208
  ## Model-family shortcuts
 
18
 
19
  | Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
20
  | ---: | ---: | ---: | ---: |
21
+ | 100 | 90 | 90 | 89 |
22
 
23
  Scientific records preserve the admitted result identity. Deployable exports additionally have available model weights; verified exports have completed remote verification. Cells outside the fixed selection are not silently counted, and unverified model folders are not linked below.
24
 
25
  | Model | Verified / selected | Seeds in selection |
26
  | --- | ---: | --- |
27
+ | [Qwen2.5-0.5B-Instruct](#model-qwen05b) | 89 / 90 | 43, 44, 45, 46, 47 |
28
 
29
  ## Methods and collections
30
 
 
69
  - [Qwen2.5-0.5B-Instruct · Countdown](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/countdown/replay_maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
70
  - [Qwen2.5-0.5B-Instruct · Graph Coloring](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/graph_coloring/replay_maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
71
  - [Qwen2.5-0.5B-Instruct · MathIR](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/mathir/replay_maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
72
+ - [Qwen2.5-0.5B-Instruct · PantryPlan](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_maxrl) — 2 verified exports. Exact immutable revisions are in the model tables below.
73
  - [Qwen2.5-0.5B-Instruct · Python Factors](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E119/Qwen2.5-0.5B-Instruct/python_factors/replay_maxrl) — 5 verified exports. Exact immutable revisions are in the model tables below.
74
 
75
  <a id="models"></a>
 
192
  <a id="domain-pantry_plan"></a>
193
  ### PantryPlan
194
 
195
+ **9 / 10** selected exports verified.
196
 
197
  | Model | Method | Seed | Terminal export | Immutable revision |
198
  | --- | --- | ---: | --- | --- |
 
203
  | Qwen2.5-0.5B-Instruct | Re:Dr.GRPO | 43 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/8016ef10f1b351f12c1d56e69bfceb77862575fd/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-43/step-03073) | [`8016ef10f1b3`](https://huggingface.co/od2961/maxent-grpo-models/tree/8016ef10f1b351f12c1d56e69bfceb77862575fd/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-43/step-03073) |
204
  | Qwen2.5-0.5B-Instruct | Re:Dr.GRPO | 46 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/b4a0819d758e2863daa35d6645db67a4290b17c4/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-46/step-03073) | [`b4a0819d758e`](https://huggingface.co/od2961/maxent-grpo-models/tree/b4a0819d758e2863daa35d6645db67a4290b17c4/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-46/step-03073) |
205
  | Qwen2.5-0.5B-Instruct | Re:Dr.GRPO | 47 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/9429b7fe311605d5cfb9276ab99ccd359caa0882/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-47/step-03073) | [`9429b7fe3116`](https://huggingface.co/od2961/maxent-grpo-models/tree/9429b7fe311605d5cfb9276ab99ccd359caa0882/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_drgrpo/seed-47/step-03073) |
206
+ | Qwen2.5-0.5B-Instruct | Re:MaxRL | 43 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/e2bd91ee47f7842a449600711c5d0aceb728a350/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_maxrl/seed-43/step-03073) | [`e2bd91ee47f7`](https://huggingface.co/od2961/maxent-grpo-models/tree/e2bd91ee47f7842a449600711c5d0aceb728a350/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_maxrl/seed-43/step-03073) |
207
  | Qwen2.5-0.5B-Instruct | Re:MaxRL | 44 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/4987bf0d721fcbabdcf23a8acf33bd5eb55747e9/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_maxrl/seed-44/step-03073) | [`4987bf0d721f`](https://huggingface.co/od2961/maxent-grpo-models/tree/4987bf0d721fcbabdcf23a8acf33bd5eb55747e9/experiments/E119/Qwen2.5-0.5B-Instruct/pantry_plan/replay_maxrl/seed-44/step-03073) |
208
 
209
  ## Model-family shortcuts
experiments/E98-R1/README.md CHANGED
@@ -18,13 +18,13 @@ These are terminal exports from the registered eight-pass training horizon. The
18
 
19
  | Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
20
  | ---: | ---: | ---: | ---: |
21
- | 15 | 15 | 15 | 12 |
22
 
23
  Scientific records preserve the admitted result identity. Deployable exports additionally have available model weights; verified exports have completed remote verification. Cells outside the fixed selection are not silently counted, and unverified model folders are not linked below.
24
 
25
  | Model | Verified / selected | Seeds in selection |
26
  | --- | ---: | --- |
27
- | [Qwen2.5-0.5B-Instruct](#model-qwen05b) | 12 / 15 | 43, 44, 45, 46, 47 |
28
 
29
  ## Methods and collections
30
 
@@ -35,7 +35,7 @@ Sparse replay of verified successes in observed frequency, without canonical-key
35
 
36
  - [Qwen2.5-0.5B-Instruct · Graph Coloring](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E98-R1/Qwen2.5-0.5B-Instruct/graph_coloring/rlep_dr_sparse) — 5 verified exports. Exact immutable revisions are in the model tables below.
37
  - [Qwen2.5-0.5B-Instruct · PantryPlan](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E98-R1/Qwen2.5-0.5B-Instruct/pantry_plan/rlep_dr_sparse) — 5 verified exports. Exact immutable revisions are in the model tables below.
38
- - [Qwen2.5-0.5B-Instruct · Python Factors](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse) — 2 verified exports. Exact immutable revisions are in the model tables below.
39
 
40
  <a id="models"></a>
41
  ## Verified models
@@ -65,12 +65,15 @@ Transfer in progress. No verified model folders are available in this subset yet
65
  <a id="domain-python_factors"></a>
66
  ### Python Factors
67
 
68
- **2 / 5** selected exports verified.
69
 
70
  | Model | Method | Seed | Terminal export | Immutable revision |
71
  | --- | --- | ---: | --- | --- |
72
  | Qwen2.5-0.5B-Instruct | Sparse RLEP-Dr | 43 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/1a4f9a67d36444083ae4ec0b08d5724f66d27b8f/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-43/step-03073) | [`1a4f9a67d364`](https://huggingface.co/od2961/maxent-grpo-models/tree/1a4f9a67d36444083ae4ec0b08d5724f66d27b8f/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-43/step-03073) |
73
  | Qwen2.5-0.5B-Instruct | Sparse RLEP-Dr | 44 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/5aad6555ef4292f17c586749fd90f9fead091eac/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-44/step-03073) | [`5aad6555ef42`](https://huggingface.co/od2961/maxent-grpo-models/tree/5aad6555ef4292f17c586749fd90f9fead091eac/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-44/step-03073) |
 
 
 
74
 
75
  <a id="domain-mathir"></a>
76
  ### MathIR
 
18
 
19
  | Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
20
  | ---: | ---: | ---: | ---: |
21
+ | 15 | 15 | 15 | 15 |
22
 
23
  Scientific records preserve the admitted result identity. Deployable exports additionally have available model weights; verified exports have completed remote verification. Cells outside the fixed selection are not silently counted, and unverified model folders are not linked below.
24
 
25
  | Model | Verified / selected | Seeds in selection |
26
  | --- | ---: | --- |
27
+ | [Qwen2.5-0.5B-Instruct](#model-qwen05b) | 15 / 15 | 43, 44, 45, 46, 47 |
28
 
29
  ## Methods and collections
30
 
 
35
 
36
  - [Qwen2.5-0.5B-Instruct · Graph Coloring](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E98-R1/Qwen2.5-0.5B-Instruct/graph_coloring/rlep_dr_sparse) — 5 verified exports. Exact immutable revisions are in the model tables below.
37
  - [Qwen2.5-0.5B-Instruct · PantryPlan](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E98-R1/Qwen2.5-0.5B-Instruct/pantry_plan/rlep_dr_sparse) — 5 verified exports. Exact immutable revisions are in the model tables below.
38
+ - [Qwen2.5-0.5B-Instruct · Python Factors](https://huggingface.co/od2961/maxent-grpo-models/tree/main/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse) — 5 verified exports. Exact immutable revisions are in the model tables below.
39
 
40
  <a id="models"></a>
41
  ## Verified models
 
65
  <a id="domain-python_factors"></a>
66
  ### Python Factors
67
 
68
+ **5 / 5** selected exports verified.
69
 
70
  | Model | Method | Seed | Terminal export | Immutable revision |
71
  | --- | --- | ---: | --- | --- |
72
  | Qwen2.5-0.5B-Instruct | Sparse RLEP-Dr | 43 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/1a4f9a67d36444083ae4ec0b08d5724f66d27b8f/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-43/step-03073) | [`1a4f9a67d364`](https://huggingface.co/od2961/maxent-grpo-models/tree/1a4f9a67d36444083ae4ec0b08d5724f66d27b8f/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-43/step-03073) |
73
  | Qwen2.5-0.5B-Instruct | Sparse RLEP-Dr | 44 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/5aad6555ef4292f17c586749fd90f9fead091eac/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-44/step-03073) | [`5aad6555ef42`](https://huggingface.co/od2961/maxent-grpo-models/tree/5aad6555ef4292f17c586749fd90f9fead091eac/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-44/step-03073) |
74
+ | Qwen2.5-0.5B-Instruct | Sparse RLEP-Dr | 45 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/1d29ce5219f8e339083227721e845fcd6037f272/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-45/step-03073) | [`1d29ce5219f8`](https://huggingface.co/od2961/maxent-grpo-models/tree/1d29ce5219f8e339083227721e845fcd6037f272/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-45/step-03073) |
75
+ | Qwen2.5-0.5B-Instruct | Sparse RLEP-Dr | 46 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/36ad376062f83d5e04ec468139296d2e1f99de9f/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-46/step-03073) | [`36ad376062f8`](https://huggingface.co/od2961/maxent-grpo-models/tree/36ad376062f83d5e04ec468139296d2e1f99de9f/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-46/step-03073) |
76
+ | Qwen2.5-0.5B-Instruct | Sparse RLEP-Dr | 47 | [step 3073](https://huggingface.co/od2961/maxent-grpo-models/tree/84d3f195443ab5c387b5cdafc6864c242d3296e8/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-47/step-03073) | [`84d3f195443a`](https://huggingface.co/od2961/maxent-grpo-models/tree/84d3f195443ab5c387b5cdafc6864c242d3296e8/experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-47/step-03073) |
77
 
78
  <a id="domain-mathir"></a>
79
  ### MathIR