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cs.CL2025
Proof-Carrying Numbers (PCN): A Protocol for Trustworthy Numeric Answers from LLMs via Claim Verification
Aivin V. Solatorio
Large Language Models (LLMs) as stochastic systems may generate numbers that deviate from available data, a failure known as \emph{numeric hallucination}. Existing safeguards -- re…
cs.CL2025
Large Language Models and Synthetic Data for Monitoring Dataset Mentions in Research Papers
Aivin V. Solatorio, Rafael Macalaba, James Liounis
Tracking how data is mentioned and used in research papers provides critical insights for improving data discoverability, quality, and production. However, manually identifying and…