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Author

Ahana Biswas

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#artificial intelligence Preprint Nov 2026

Signals, Evidence, and Context: User Scrutiny in Real-World LLM Conversations

Large language models (LLMs) often present synthesized answers without making their supporting evidence easy to inspect. We study how features of these answers relate to users'subsequent accepting, checking, and challenging in 489,283 assistant-user response pairs from ShareChat and WildChat. Broad attribution language...

Ahana Biswas, Yu-Ru Lin · 0 citations
Preprint Aug 2026

Modeling AI Overreliance as a Complex Adaptive System

This work model it as a population process: agents repeatedly solve a task alone, accept an AI answer, or verify it, updating a Bayesian belief about AI quality and, when networked, learning from peers.

Ahana Biswas · 0 citations

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