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Research questionHow can LLMs generate public arguments without collapsing debate into repetitive content and structure?When different LLMs draft public-facing essays, they often reuse the same main and subarguments and follow similar rhetorical arcs. This can reduce the range of concrete, topic-specific positions represented in public debate, even when prompts request diversity.
AI
Natural Language Processing
Latest papersRecent research connected to this question, newest first.Argument Collapse: LLMs Flatten Long-Form Public DebateEvidence covers 23,381 LLM-generated essays compared with human responses from New York Times debates and longer Boston Review forums. It examines convergence in argument content and structure, diversity prompting, and evaluator preferences, but does not establish a particular intervention.research paper · Sep 2, 2026
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