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2026

Efficient LLM Reasoning via Logit-Based Introspection

Recent Reasoning Large Language Models have demonstrated impressive long-form reasoning capabilities, achieving expert-level performance on complex tasks such as competition-level mathematics and scientific question answering. However, they often suffer from the overthinking problem, leading to excessive token usage, h...

Kai-Hao Zhang, Bin Shi, Kai Sun et al. · 0 citations

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