AIBearisharXiv – CS AI · 10h ago7/10
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Causal Stories from Sensor Traces: Auditing Epistemic Overreach in LLM-Generated Personal Sensing Explanations
Researchers identified epistemic overreach in LLM-generated explanations of personal sensing data, where AI systems produce coherent-sounding narratives about anomalous days without sufficient evidentiary support. Testing 14,922 explanations across three LLM families revealed that models routinely attribute causes without data justification, and this problem persists even when provided richer context or explicit instructions to constrain claims.
🧠 Llama