Show HN: LLM verification pipeline against hallucinations

Category: ai-ml

Tags: llm, hallucination-detection, citation-verification, nlp, typescript, retrieval-augmented-generation

Score: 7.8/10 (Innovation: 8, Technical: 7, Documentation: 9, Utility: 7)

VeriQuote is a TypeScript library and CLI that enforces LLM citation verification through a two-stage pipeline: a deterministic fuzzy matcher confirms quotes exist in sources, and an LLM judge assesses whether quotes support claims. It addresses the critical problem of hallucinated citations in retrieval-augmented generation, with extensive benchmarks showing complementary blind spots between the two checks.

Target audience: AI/ML engineers, backend developers building RAG systems, researchers

Repository: https://rickinto.place/veriquote · TypeScript · MIT

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