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cs.AI2025
Query Circuits: Explaining How Language Models Answer User Prompts
Tung-Yu Wu, Fazl Barez
Explaining why a language model produces a particular output requires local, input-level explanations. Existing methods uncover global capability circuits (e.g., indirect object id…
cs.AI2024
U-shaped and Inverted-U Scaling behind Emergent Abilities of Large Language Models
Tung-Yu Wu, Pei-Yu Lo
Large language models (LLMs) have been shown to exhibit emergent abilities in some downstream tasks, where model performance stagnates at first and then improves sharply and unpred…