3 papers
cs.AI2026
Authoring and Management of Transparent Research Integrity Assessments of Randomised Clinical Trial Publications Using LLM-assisted Tools and Provenance Knowledge Graphs
Milan Markovic, Goutham Indukuri, Somayajulu Sripada +7
Systematic reviews of Randomised Controlled Trials (RCTs) are routinely used as evidence for clinical care guidelines. Such evidence has to meet high research integrity standards t…
cs.CL2026
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…
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…