Clarification Is Not Correction: LLMs Fail to Let Go
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 commits too early. An ambiguous early turn collapses into a single hidden interpretation, and...
Jian-Zhe Lin, Xiao-Lin Li, Fei Wang et al.
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