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Dev Tools · 2h ago

Citefid 0.1.0 uses NLI to verify citation fidelity in OKF wikis

By Meridian48 News Desk · Summarised from DEV Community ·

Citefid is a new tool that checks whether cited sources actually support claims in OKF-format wikis, not just that the citation exists. It resolves citations to source fragments, retrieves relevant passages, and uses a DeBERTa-based NLI model to classify support. On a code dataset of 206 claim-citation pairs, it achieved an AUC of 0.7029 on raw spans and 0.7219 with retrieval.

Meridian48 take
The modest AUC and small dataset mean citefid is more a proof of concept than a production-ready solution, but it highlights a real gap in LLM-generated wiki pipelines.
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citefid 0.1.0: verificar la fidelidad de citas en wikis OKF con NLI (AUC 0.7029 sobre código) →
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nlicitation-verification
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