English(EN) Position Matters More Than Channel: Talking a Language Model Out of a Correct Answer

语言模型响应受提示位置、权威性和先前答案的影响

作者 PulseAugur 编辑部 · [1 个来源] · 2026-10-27 04:00

一篇新的arXiv论文探讨了如何影响语言模型的响应，发现建议在提示中的位置对其有效性有显著影响。研究人员发现，在模型答案之前放置的建议对其准确性最不利，而带有错误理由的建议在提示早期放置时危害最大。将建议归因于权威人士并以断言的方式措辞也会增加错误率，尽管命名的具体权威影响较小。研究还发现，在建议之前重述正确答案可以保护其不被覆盖。 AI

影响研究结果可为改进LLM可靠性和安全性的提示工程策略提供信息。

排序理由学术论文，详细介绍LLM行为的新研究发现。[lever_c_demoted from research: ic=1 ai=1.0]

在 arXiv cs.CL 阅读 →

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报道来源 [1]

arXiv cs.CL TIER_1 English(EN) · Xinyi Ni · 2026-10-27 04:00

位置比通道更重要：说服语言模型放弃正确答案

arXiv:2610.34809v1 Announce Type: new Abstract: Language models now answer questions alongside other claims: a note in the system prompt, a message from another agent, their own earlier answer. We ask what it takes to talk a model out of an answer it gets right on its own, and se…

本文如何被排名

报道来源 [1]

位置比通道更重要：说服语言模型放弃正确答案

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