tooling · atomic-fact-checking

Check long answers fact by fact

Split a long answer into atomic claims and verify each against search or a corpus.

Decompose the output into individual factual claims, retrieve evidence for each, and label each as supported or not. Use it as a post-hoc filter on outputs or as an evaluation metric during development.

Addresses: Stating false facts confidently, Checking claims against evidence

Contexts: Retrieval-augmented QA, Chat assistant, LLM as judge

Does it work?

nothing measured0 supporting · 0 contesting sources

Efficacy claims — what this technique actually moves, under which conditions, and whether that has been contested.

No efficacy claim filed yet. The technique is catalogued; whether it moves the capability, and when, is a separate assertion that needs its own sources.

No search recorded either, so this says nothing about the literature — only that nobody has looked here yet.

Code

Sources