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# [NeurIPS 2025] Enhancing the Outcome Reward-based RL Training of MLLMs with Self-Consistency Sampling
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**A simple, general sampling method for RLVR with multi-choice dataset to solve unfaithful reasoning phenomenon!**
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booktitle={Conference on Neural Information Processing Systems (NeurIPS)},
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year={2025}
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}
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```
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---
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license: apache-2.0
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task_categories:
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- reinforcement-learning
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language:
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- en
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---
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# [NeurIPS 2025] Enhancing the Outcome Reward-based RL Training of MLLMs with Self-Consistency Sampling
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**A simple, general sampling method for RLVR with multi-choice dataset to solve unfaithful reasoning phenomenon!**
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booktitle={Conference on Neural Information Processing Systems (NeurIPS)},
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year={2025}
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}
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```
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