评分 8 · 来源：cs.LG updates on arXiv.org · 发布于 2026-04-20
评分依据：The Reasoning Trap: 增强推理能力反而加剧工具幻觉的悖论，引入SimpleToolHalluBench
要点
arXiv:2510.22977v2 Announce Type: replace Abstract: Enhancing the reasoning capabilities of Large Language Models (LLMs) is a key strategy for building Agents that “think then act.” However, recent observations, like OpenAI’s o3, suggest a paradox: stronger reasoning often coincides with increased hallucination, yet no prior work has systematically examined whether reasoning enhancement itself causes tool hallucination. To address this gap, we pose the central question: Does strengthening reasoning increase tool hallucination? To answer this, we introduce SimpleToolHalluBench, a diagnostic ben…
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