Instructions to use od2961/maxent-grpo-models with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- Transformers
How to use od2961/maxent-grpo-models with Transformers:
# pip install -U transformers accelerate # Load model directly from transformers import AutoModel model = AutoModel.from_pretrained("od2961/maxent-grpo-models", device_map="auto") - Notebooks
- Google Colab
- Kaggle
Index 706 verified experimental models
Browse files- README.md +5 -5
- catalog.json +62 -2
- experiments/E118/README.md +5 -4
- experiments/E119/README.md +5 -4
- experiments/E98-R1/README.md +7 -4
README.md
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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 ·
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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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| [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 |
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| [E119](experiments/E119/README.md) | Four-method factorial · Level 2 |
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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 |
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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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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.**
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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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| [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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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
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{
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"schema": "experiment-model-archive-catalog-v1",
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"updated_at_utc": "2026-09-15T18:
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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":
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"models": [
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"experiment": "E100",
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"local_weights_retired": true,
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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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"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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"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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"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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"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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"commit_sha": "54689d5d20dded2fc2e8259ddbfcc73810cb5f1c",
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"local_weights_retired": false,
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"experiment": "E118",
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"model": "Qwen2.5-3B-Instruct",
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"export_bytes": 1003977886
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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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"commit_sha": "e2bd91ee47f7842a449600711c5d0aceb728a350",
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"local_weights_retired": false,
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"export_bytes": 1003977886
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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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"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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"repo_prefix": "experiments/E98-R1/Qwen2.5-0.5B-Instruct/python_factors/rlep_dr_sparse/seed-45/step-03073",
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"commit_sha": "1d29ce5219f8e339083227721e845fcd6037f272",
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"local_weights_retired": false,
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"export_bytes": 1003977886
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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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"commit_sha": "36ad376062f83d5e04ec468139296d2e1f99de9f",
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"local_weights_retired": false,
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"export_bytes": 1003977886
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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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"commit_sha": "84d3f195443ab5c387b5cdafc6864c242d3296e8",
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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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experiments/E118/README.md
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| Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
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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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| --- | ---: | --- |
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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) |
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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) —
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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.
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- [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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**
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| Model | Method | Seed | Terminal export | Immutable revision |
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| --- | --- | ---: | --- | --- |
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| 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) |
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| 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) |
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| 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) |
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| 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) |
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| 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) |
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| 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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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 |
| --- | ---: | --- |
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| 27 |
| [Qwen2.5-0.5B-Instruct](#model-qwen05b) | 50 / 50 | 43, 44, 45, 46, 47 |
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| 28 |
| [Falcon3-1B-Instruct](#model-falcon1b) | 50 / 50 | 55, 56, 57, 58, 59 |
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| 29 |
+
| [Qwen2.5-3B-Instruct](#model-qwen3b) | 39 / 46 | 70, 71, 72, 73, 74 |
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| 30 |
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| 31 |
## Methods and collections
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| 32 |
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| 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.
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| 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.
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| 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.
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| 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.
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| 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.
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<a id="domain-mathir"></a>
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### MathIR
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**27 / 29** selected exports verified.
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| Model | Method | Seed | Terminal export | Immutable revision |
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| --- | --- | ---: | --- | --- |
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| 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) |
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| 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) |
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| 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) |
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| 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) |
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| 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) |
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| 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) |
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| 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
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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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| Model | Verified / selected | Seeds in selection |
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-
| [Qwen2.5-0.5B-Instruct](#model-qwen05b) |
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## Methods and collections
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| 30 |
|
|
@@ -69,7 +69,7 @@ The same binary MaxRL objective plus verified canonical replay.
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| 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.
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| 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.
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| 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.
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| 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) —
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| 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>
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<a id="domain-pantry_plan"></a>
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### PantryPlan
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| Model | Method | Seed | Terminal export | Immutable revision |
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| 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) |
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| 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) |
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## Model-family shortcuts
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| Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
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| 100 | 90 | 90 | 89 |
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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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| Model | Verified / selected | Seeds in selection |
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| --- | ---: | --- |
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| [Qwen2.5-0.5B-Instruct](#model-qwen05b) | 89 / 90 | 43, 44, 45, 46, 47 |
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## Methods and collections
|
| 30 |
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| 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.
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| 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.
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| 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.
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| 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>
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<a id="domain-pantry_plan"></a>
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### PantryPlan
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**9 / 10** selected exports verified.
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| 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) |
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| 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) |
|
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| 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) |
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| 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) |
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## Model-family shortcuts
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experiments/E98-R1/README.md
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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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| Model | Verified / selected | Seeds in selection |
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## Methods and collections
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- [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.
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| 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.
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| 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) —
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<a id="models"></a>
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## Verified models
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<a id="domain-python_factors"></a>
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### Python Factors
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**
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| 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) |
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| 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) |
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<a id="domain-mathir"></a>
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### MathIR
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| Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
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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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| Model | Verified / selected | Seeds in selection |
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| [Qwen2.5-0.5B-Instruct](#model-qwen05b) | 15 / 15 | 43, 44, 45, 46, 47 |
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## Methods and collections
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- [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.
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- [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.
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- [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.
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<a id="models"></a>
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## Verified models
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<a id="domain-python_factors"></a>
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### Python Factors
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**5 / 5** selected exports verified.
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| Model | Method | Seed | Terminal export | Immutable revision |
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| --- | --- | ---: | --- | --- |
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| 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) |
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| 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) |
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| 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) |
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| 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) |
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| 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) |
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<a id="domain-mathir"></a>
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### MathIR
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