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license: apache-2.0
language:
- zh
library_name: transformers
pipeline_tag: text-generation
base_model: Qwen/Qwen3-4B-Instruct-2507
datasets:
- EurekaTian/RARE
tags:
- reinforcement-learning
- grpo
- adaptive-rubric
- script-generation
---
# RARE-Task-Level
This repository contains the final **task-level adaptive rubric**
checkpoints from **RARE: Reinforcement Learning with Adaptive Rubric Evolution for Open-Ended Generation**.
Within each production style, all queries share a six-criterion rubric that is
periodically revised from cross-query on-policy evidence while preserving its
IDs, order, score maxima, and reward aggregation.
<p align="center">
<a href="https://eureka-maggie.github.io/RARE/"><img src="https://img.shields.io/badge/Project-Page-52735C?style=flat-square" alt="Project page" /></a>
<a href="https://openreview.net/forum?id=XgYh8jfypi"><img src="https://img.shields.io/badge/Paper-OpenReview-B31B1B?style=flat-square" alt="Paper" /></a>
<a href="https://github.com/Eureka-Maggie/RARE"><img src="https://img.shields.io/badge/Code-GitHub-181717?style=flat-square&logo=github" alt="Code" /></a>
<a href="https://huggingface.co/datasets/EurekaTian/RARE"><img src="https://img.shields.io/badge/%F0%9F%A4%97%20Dataset-RARE-FFD21E?style=flat-square" alt="Dataset" /></a>
</p>
| Subfolder | Production style | Final RL step |
|---|---|---:|
| `2d_animation` | 2D animation | 132 |
| `3d_stopmotion` | 3D and stop-motion animation | 108 |
| `live_action` | Live action | 94 |
The held-out scores are 76.27, 75.56, and 69.84 for the three styles,
respectively, for an equally weighted average of **73.89**. This is a 1.08-point
gain over the matched Task-Static baseline.
Each subfolder is an independent inference-only full checkpoint derived from
`Qwen/Qwen3-4B-Instruct-2507`; optimizer and trainer state are not included.
The exact launcher and settings are documented in the
[RARE repository](https://github.com/Eureka-Maggie/RARE#training). Use the
corresponding configuration from [EurekaTian/RARE](https://huggingface.co/datasets/EurekaTian/RARE)
for the released system instruction and query format. This card does not add a
separate convenience inference command that was not part of the released
pipeline. The weights are licensed under Apache-2.0;
the dataset is separately licensed under CC BY 4.0. The canonical paper citation
will be added after publication metadata is finalized.
|