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most citedGIVE: Structured Reasoning of Large Language Models with Knowledge Graph Inspired Veracity Extrapolation

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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…