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ResearchSeptember 23, 2026

Clarification Is Not Correction: LLMs Fail to Let Go

arXiv:2609.25337v1 Announce Type: new Abstract: Dialogue failures in language models are usually framed as memory failures: context too long, summaries lossy, a constraint forgotten. We argue this misses a deeper problem: in many conversations the model does not forget, it…

Jianzhe Lin, Xiaolin Li, Fei Wang, Robert Douglas, Rajeshkumar Golani, Jubin Chheda·arXiv — cs.AI
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  • 01.arXiv:2609.25337v1 Announce Type: new Abstract: Dialogue failures in language models are usually framed as memory failures: context too long, summaries lossy, a constraint forgotten
  • 02.We argue this misses a deeper problem: in many conversations the model does not forget, it…

This material is provided as an extended analytical summary.

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