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cs.CL2026
Metacognition in LLMs: Foundations, Progress, and Opportunities
Gabrielle Kaili-May Liu, Areeb Gani, Jacqueline Lu +3
Metacognition is a foundational component of intelligence critical to effective learning, problem solving, decision-making, communication, and more. In recent years, it has become…
cs.CL2026
Quantifying Faithful Confidence Expression in Large Reasoning Models
Areeb Gani, Asal Meskin, Gabrielle Kaili-May Liu +1
Reliable uncertainty communication is critical to the trustworthiness of LLMs, yet faithful calibration (FC)--the alignment between models' intrinsic and (linguistically) expressed…