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agent adaptation 1contrastive learning 1knowledge transfer 1large language models 1skill distillation 1

From the 1 of 12 linked papers with an AI index.

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20242026
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cs.CL2026

SPADER: Step-wise Peer Advantage with Diversity-Aware Exploration Rewards for Multi-Answer Question Answering

Qiming Shi, Zhaolu Kang, Yunfan Zhou +2

Large language models are increasingly deployed as tool-augmented agents to acquire information beyond parametric knowledge. While recent work has improved long-horizon tool-use re…