Shiyu Liu
1 indexed paper
Recent (6 mo)
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126
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AI×1NLP×1ML×1
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2026
SAAS: Self-Aware Reinforcement Learning for Over-Search Mitigation in Agentic Search
The paper proposes SAAS, a novel RL framework that equips LLM agents with self-awareness to precisely regulate search behavior, significantly mitigating costly over-search without sacrificing accuracy.
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Papers
cs.AIcs.CLcs.LGRecentMay 28, 2026
SAAS: Self-Aware Reinforcement Learning for Over-Search Mitigation in Agentic Search
Yunbo Tang, Chengyi Yang, Shiyu Liu, Zhishang Xiang +3 more
The paper proposes SAAS, a novel RL framework that equips LLM agents with self-awareness to precisely regulate search behavior, significantly mitigating costly over-search without sacrificing accuracy…
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