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# Semantically-Aware Rewards for Open-Ended R1 Training in Free-Form Generation
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[[📖 Paper](https://arxiv.org/abs/2506.15068)]
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## About Open-Ended R1 Training
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# Semantically-Aware Rewards for Open-Ended R1 Training in Free-Form Generation
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[[📖 Paper](https://arxiv.org/abs/2506.15068)] [[github](https://github.com/zli12321/long_form_rl)]
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## About Open-Ended R1 Training
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