AI Research
Capability Self-Assessment: Teaching LLMs to Know Their Limits
The ability to recognize one's own limitations and decide whether to solve a problem or delegate is fundamental for reliable intelligent systems. Yet we show that modern large language models systematically lack this ability: across diverse model families and scales, they overest...
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ArXiv CS.AI
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ArXiv CS.AI
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Teaching LLMs to accurately assess their own capabilities is crucial for building trustworthy AI systems, preventing them from confidently providing incorrect information. Reinforcement learning proves more effective than supervised fine-tuning in achieving this self-awareness without sacrificing core performance.
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