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+ ---
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+ pipeline_tag: text-generation
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+ library_name: transformers
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+ base_model: Qwen/Qwen3-8B
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+ ---
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+
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+ # Composition-RL-8B
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+
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+ This repository contains the 8B model checkpoint for **Composition-RL**, as presented in the paper [Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models](https://huggingface.co/papers/2602.12036).
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+
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+ Composition-RL is a data-efficient Reinforcement Learning with Verifiable Rewards (RLVR) approach that addresses the challenge of "uninformative" easy prompts by automatically composing multiple verifiable problems into a single, harder verifiable prompt. This maintains informative training signals and improves reasoning performance across various model sizes.
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+
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+ ## Model Details
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+ - **Developed by:** Xin Xu, Clive Bai, Kai Yang, Tianhao Chen, Yangkun Chen, Weijie Liu, Hao Chen, Yang Wang, Saiyong Yang, Can Yang.
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+ - **Initial Model:** Qwen3-8B-Base.
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+ - **Training Set:** [MATH-Composition-199K](https://huggingface.co/datasets/xx18/MATH-Composition-199K).
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+ - **Paper:** [Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models](https://huggingface.co/papers/2602.12036).
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+ - **Code:** [GitHub Repository](https://github.com/XinXU-USTC/Composition-RL).
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+
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+ ## Citation
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+ If you find this work helpful, please consider citing:
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+ ```bibtex
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+ @article{xu2026composition-rl,
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+ title={Composition-RL: Compose Your Verifiable Prompts for Reinforcement Learning of Large Language Models},
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+ author={Xu, Xin and Bai, Clive and Yang, Kai and Chen, Tianhao and Chen, Yangkun and Liu, Weijie and Chen, Hao and Wang, Yang and Yang, Saiyong and Yang, Can},
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+ journal={arXiv preprint arXiv:2602.12036},
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+ year={2026}
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+ }
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+ ```