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
Download experiments/E80-R1/README.md from od2961/maxent-grpo-models: direct link, hf CLI and curl.
- Browser
- Download file 27.2 kB
-
https://huggingface.co/od2961/maxent-grpo-models/resolve/main/experiments/E80-R1/README.md
- Command line
-
hf download hf://od2961/maxent-grpo-models/experiments/E80-R1/README.md
-
curl -L -o README.md https://huggingface.co/od2961/maxent-grpo-models/resolve/main/experiments/E80-R1/README.md
E80-R1 · Verified replay · Qwen2.5-3B
Does the matched Dr.GRPO versus verified-replay comparison replicate with Qwen2.5-3B?
Archive home · Study design · Coverage · Models · Comparators
Study design
Level 1 · five domains · five seeds (70–74) · Dr.GRPO and Re:Dr. E80-R1 is the corrected replication and retains its own source identity; the superseded E80 is not substituted.
Experiment 1: retention across model scales. These are also the Qwen2.5-3B Dr.GRPO comparators for the Level-1 factorial.
These are terminal exports from the registered eight-pass training horizon. The stored export-step label is 3073; the papers’ audited pass-8 evaluation endpoint is optimizer step 3072. The archive preserves that original export convention and does not imply an additional evaluated training update.
Archive coverage
| Registered new training cells | Scientific records selected | Deployable exports selected | Verified exports |
|---|---|---|---|
| 50 | 50 | 50 | 50 |
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.
| Model | Verified / selected | Seeds in selection |
|---|---|---|
| Qwen2.5-3B-Instruct | 50 / 50 | 70, 71, 72, 73, 74 |
Methods and collections
Dr.GRPO · control
Compute-matched control with an exactly zero replay derivative.
- Qwen2.5-3B-Instruct · Countdown — 5 verified exports. Exact immutable revisions are in the model tables below.
- Qwen2.5-3B-Instruct · Graph Coloring — 5 verified exports. Exact immutable revisions are in the model tables below.
- Qwen2.5-3B-Instruct · MathIR — 5 verified exports. Exact immutable revisions are in the model tables below.
- Qwen2.5-3B-Instruct · PantryPlan — 5 verified exports. Exact immutable revisions are in the model tables below.
- Qwen2.5-3B-Instruct · Python Factors — 5 verified exports. Exact immutable revisions are in the model tables below.
Re:Dr · replay
Dr.GRPO with uniform likelihood rehearsal over retained verified canonical keys.
- Qwen2.5-3B-Instruct · Countdown — 5 verified exports. Exact immutable revisions are in the model tables below.
- Qwen2.5-3B-Instruct · Graph Coloring — 5 verified exports. Exact immutable revisions are in the model tables below.
- Qwen2.5-3B-Instruct · MathIR — 5 verified exports. Exact immutable revisions are in the model tables below.
- Qwen2.5-3B-Instruct · PantryPlan — 5 verified exports. Exact immutable revisions are in the model tables below.
- Qwen2.5-3B-Instruct · Python Factors — 5 verified exports. Exact immutable revisions are in the model tables below.
Verified models
Browse by domain: Countdown · Graph Coloring · Python Factors · MathIR · PantryPlan.
Countdown
10 / 10 selected exports verified.
| Model | Method | Seed | Terminal export | Immutable revision |
|---|---|---|---|---|
| Qwen2.5-3B-Instruct | Dr.GRPO | 70 | step 3073 | 0658fcd9202b |
| Qwen2.5-3B-Instruct | Dr.GRPO | 71 | step 3073 | ecbe6381739b |
| Qwen2.5-3B-Instruct | Dr.GRPO | 72 | step 3073 | f9a9c15443d3 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 73 | step 3073 | 88d548548e88 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 74 | step 3073 | db02d0f0caa0 |
| Qwen2.5-3B-Instruct | Re:Dr | 70 | step 3073 | 7bbeba5ed63c |
| Qwen2.5-3B-Instruct | Re:Dr | 71 | step 3073 | 2129e6d90031 |
| Qwen2.5-3B-Instruct | Re:Dr | 72 | step 3073 | f14a651fb363 |
| Qwen2.5-3B-Instruct | Re:Dr | 73 | step 3073 | cb44d04a2541 |
| Qwen2.5-3B-Instruct | Re:Dr | 74 | step 3073 | 399aff6fb844 |
Graph Coloring
10 / 10 selected exports verified.
| Model | Method | Seed | Terminal export | Immutable revision |
|---|---|---|---|---|
| Qwen2.5-3B-Instruct | Dr.GRPO | 70 | step 3073 | d0ac4c57f193 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 71 | step 3073 | 0019495e9c39 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 72 | step 3073 | cf3c48d345c7 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 73 | step 3073 | 387eb22bcaef |
| Qwen2.5-3B-Instruct | Dr.GRPO | 74 | step 3073 | 1a0f8d80b144 |
| Qwen2.5-3B-Instruct | Re:Dr | 70 | step 3073 | 95c0431ea6fc |
| Qwen2.5-3B-Instruct | Re:Dr | 71 | step 3073 | 7603c335a825 |
| Qwen2.5-3B-Instruct | Re:Dr | 72 | step 3073 | 6241cde842c6 |
| Qwen2.5-3B-Instruct | Re:Dr | 73 | step 3073 | 28842cd104f1 |
| Qwen2.5-3B-Instruct | Re:Dr | 74 | step 3073 | 6f74f72bce13 |
Python Factors
10 / 10 selected exports verified.
| Model | Method | Seed | Terminal export | Immutable revision |
|---|---|---|---|---|
| Qwen2.5-3B-Instruct | Dr.GRPO | 70 | step 3073 | a0d9f6223361 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 71 | step 3073 | 1d2740de449a |
| Qwen2.5-3B-Instruct | Dr.GRPO | 72 | step 3073 | 12a66418a859 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 73 | step 3073 | 096ba803464c |
| Qwen2.5-3B-Instruct | Dr.GRPO | 74 | step 3073 | fb43500bdc0d |
| Qwen2.5-3B-Instruct | Re:Dr | 70 | step 3073 | f6c7ef71502b |
| Qwen2.5-3B-Instruct | Re:Dr | 71 | step 3073 | 1fc64a9db639 |
| Qwen2.5-3B-Instruct | Re:Dr | 72 | step 3073 | 35fadf75091d |
| Qwen2.5-3B-Instruct | Re:Dr | 73 | step 3073 | 9a56befa527b |
| Qwen2.5-3B-Instruct | Re:Dr | 74 | step 3073 | dbb910745ca4 |
MathIR
10 / 10 selected exports verified.
| Model | Method | Seed | Terminal export | Immutable revision |
|---|---|---|---|---|
| Qwen2.5-3B-Instruct | Dr.GRPO | 70 | step 3073 | dc3c7d02c288 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 71 | step 3073 | cb3d7b8fe789 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 72 | step 3073 | 4de335e9bc7f |
| Qwen2.5-3B-Instruct | Dr.GRPO | 73 | step 3073 | 4c8d8a7e9819 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 74 | step 3073 | a56276fecfd4 |
| Qwen2.5-3B-Instruct | Re:Dr | 70 | step 3073 | b0c4710901f0 |
| Qwen2.5-3B-Instruct | Re:Dr | 71 | step 3073 | d41694864f27 |
| Qwen2.5-3B-Instruct | Re:Dr | 72 | step 3073 | ffd5386c99f9 |
| Qwen2.5-3B-Instruct | Re:Dr | 73 | step 3073 | b9f5411a8e10 |
| Qwen2.5-3B-Instruct | Re:Dr | 74 | step 3073 | 74b0a29b6c84 |
PantryPlan
10 / 10 selected exports verified.
| Model | Method | Seed | Terminal export | Immutable revision |
|---|---|---|---|---|
| Qwen2.5-3B-Instruct | Dr.GRPO | 70 | step 3073 | cef1a35dfdc7 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 71 | step 3073 | f5895fd19929 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 72 | step 3073 | 10edb711cea6 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 73 | step 3073 | 98b7666194c4 |
| Qwen2.5-3B-Instruct | Dr.GRPO | 74 | step 3073 | e0d3332d2696 |
| Qwen2.5-3B-Instruct | Re:Dr | 70 | step 3073 | 3a56ca8b4934 |
| Qwen2.5-3B-Instruct | Re:Dr | 71 | step 3073 | 0be5e63f6822 |
| Qwen2.5-3B-Instruct | Re:Dr | 72 | step 3073 | 7b690d76b9f9 |
| Qwen2.5-3B-Instruct | Re:Dr | 73 | step 3073 | 52f9ff9746c0 |
| Qwen2.5-3B-Instruct | Re:Dr | 74 | step 3073 | 32f43120734f |
Model-family shortcuts
Qwen2.5-3B-Instruct
Browse verified collections. Domain tables above provide exact model revisions.
Comparators and analysis scope
Pair replay with control within the same base model, domain and seed. Selected replay exports also serve as uniform comparators for E120-R1; the E118 factorial reuses the original Dr.GRPO pairs. This archival link does not change the source experiment or analysis membership.
Restore and verify a model · Applicable base-model licenses. The full commit_sha, source identity and file provenance are available through the root catalog and each pinned export manifest.