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cs.AI2026
Ceiling of a Task: When Can a Transformer Succeed Without Its Chain of Thought?
Jiashu He, Jinxuan Fan, Xiao Xiao +2
Reasoning models generate long chains of thought before they answer, yet it is debated whether the content of these chains does real computational work or is largely decorative. We…
cs.AI2024★ 1 cited
GIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation
Jiashu He, Mingyu Derek Ma, Jinxuan Fan +3
Existing approaches based on context prompting or reinforcement learning (RL) to improve the reasoning capacities of large language models (LLMs) depend on the LLMs' internal knowl…