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Can LLMs Understand the Impact of Trauma? Costs and Benefits of LLMs Coding the Interviews of Firearm Violence Survivors

arXiv cs.CL · 2026-04-20 Cached

This study evaluates the use of open-source LLMs for inductive coding of interviews with Black firearm violence survivors, finding that while LLMs can identify some codes, overall relevance remains low and guardrails cause significant narrative erasure. The research highlights both potential and ethical limitations of applying AI to qualitative research involving vulnerable populations.

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