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cs.CL2025
Input Matters: Evaluating Input Structure's Impact on LLM Summaries of Sports Play-by-Play
Barkavi Sundararajan, Somayajulu Sripada, Ehud Reiter
A major concern when deploying LLMs in accuracy-critical domains such as sports reporting is that the generated text may not faithfully reflect the input data. We quantify how inpu…
cs.CL2025
Distributional Semantics Tracing: A Framework for Explaining Hallucinations in Large Language Models
Gagan Bhatia, Somayajulu G Sripada, Kevin Allan +1
Hallucinations in large language models (LLMs) produce fluent continuations that are not supported by the prompt, especially under minimal contextual cues and ambiguity. We introdu…