Haoyan Yang
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126
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2026
Capability Self-Assessment: Teaching LLMs to Know Their Limits
This paper introduces Capability Self-Assessment (CSA), a crucial ability for LLMs to recognize their limitations, and demonstrates that reinforcement learning is an effective method for teaching this skill without degrading the model's core capabilities.
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Papers
cs.AIRecentMay 29, 2026
Capability Self-Assessment: Teaching LLMs to Know Their Limits
Haoyan Yang, Reza Shirkavand, Yukai Jin, Jiawei Zhou +2 more
This paper introduces Capability Self-Assessment (CSA), a crucial ability for LLMs to recognize their limitations, and demonstrates that reinforcement learning is an effective method for teaching this…
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