llm-hallucination
[JMLR 2026] UQLM: A Python package for LLM hallucination detection using uncertainty quantification
Make your AI coding agent prove every claim with a file:line citation, then machine-check each one offline. A verified-citation gate (CLI + MCP server + GitHub Action) that catches LLM hallucinations before merge.
LLMUID for Python. Identifiers that resist hallucination, survive repeated LLM copying, and repair themselves when damaged. No dependencies.
Verify, repair, and audit LLM-hallucinated BibTeX citations against authoritative scholarly sources.
