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Jian-Zhe Lin

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#artificial intelligence Preprint Sep 2026

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. · 0 citations
#artificial intelligence Preprint Sep 2026

When LLM Agents Fail to Read the Room: ReAdapt for Relational Social Reasoning

A social agent's most basic decisions (should I react to this post? who should I reach out to?) are not purely content problems. The right action often hinges on the latent relationship between people -- tie strength, reciprocity, mutual connections -- rather than on which content is most salient. Standard LLM agent lo...

Jian-Zhe Lin, Xiao-Lin Li, Yun-Da Liu et al. · 0 citations

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