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Explicit, Not Longer: What Makes Epistemic Stance Survive Memory Compression

arXiv cs.CL ↗ · 2026-08-10 缓存

This paper investigates how epistemic stance (qualifiers, attributions) survives memory compression in AI agent memory systems. It finds that making the stance explicit as a labelled field improves retention significantly, while merely lengthening the text does not.

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#factwashing

FACTWASH:捕捉将传闻洗成事实的AI改写

arXiv cs.CL ↗ · 2026-08-05 缓存

介绍了factwash,一个开源的写入时门控,它通过去除来源归属、模糊限制语或时间语境,确定性地捕捉将传闻变成事实的AI改写。本文分析了何时简单检查就足够、何时需要LLM见证者,并在大型标注语料库上评估了该方法。

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