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Factuality

3 items tagged with "factuality"

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Best Practices1

Best Practice

Hallucination Mitigation

Hallucination mitigation reduces confident but false LLM output through grounding, retrieval, citation, verification, and uncertainty handling so answers can be trusted.

Benchmarks2

Benchmark

SimpleQA

A factuality benchmark of short, fact-seeking questions with single verifiable answers, designed to measure how often LLMs are correct, wrong, or appropriately abstain.

Benchmark

FRAMES (Factuality, Retrieval, And reasoning MEasurement Set)

A benchmark for retrieval-augmented generation that tests end-to-end factuality, multi-document retrieval, and multi-hop reasoning on questions needing several sources.