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Chau Minh Pham

University of Massachusetts Amherst

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#artificial intelligence Review Jun 2026

Argument Collapse: LLMs Flatten Long-Form Public Debate

As LLMs are increasingly used to draft publicfacing arguments, they may flatten public debate by repeatedly introducing the same polished, plausible arguments. We study argument collapse, the tendency of essays generated by different LLMs to converge to a smaller set of main arguments, sub-arguments, and paragraph-leve...

Yekyung Kim, Ya-Pei Chang, Chau Minh Pham et al. · 0 citations
Review

AutoFiction : Measuring AI ability to execute long-horizon writing tasks

Initial human feedback reveals that AI-written novels contain interesting descriptions and concepts, but often fail in long-range coherence and prose quality, including conceptual repetition, distracting details, and weak dialogues.

Chau Minh Pham, Yapei Chang, Mohit Iyyer · 0 citations

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