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Ioannis Patras

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#natural language process... Preprint Sep 2026

When Confidence Rises Too Early: Detecting Shortcut Reasoning via Premature Answer Commitment

The reasoning trajectory of a Large Language Model (LLM) is often treated as a verbalized description of its internal reasoning. However, such trajectories can be unfaithful: a model may rely on shortcuts to reach an answer and then post-rationalize the decision with a seemingly coherent chain of thought. Detecting thi...

Zhao-Han Zhang, Jun-Jie Liu, Chengzhengxu Li et al. · 0 citations

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