Papers by Jingyong Ye

1 papers
AAPO: Enhancing the Reasoning Capabilities of LLMs with Advantage Margin (2026.acl-long)

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Challenge: Reinforcement learning (RL) has emerged as an effective approach for enhancing the reasoning capabilities of large language models.
Approach: They propose an algorithm that optimizes cross-entropy loss using advantages enhanced through a margin-based estimation scheme.
Outcome: Experimental results show that AAPO improves group relative advantage estimation compared to other methods.

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