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Giant language fashions’ incapability to attribute their claims to exterior data and their tendency to hallucinate makes it tough to belief their responses. Even people are vulnerable to factual errors of their writing. Subsequently verifying the factual accuracy of textual info, whether or not generated by giant language fashions or curated by people, is a crucial activity. Nevertheless, manually validating and correcting factual errors tends to be a tedious and labor-intensive course of. On this paper, we suggest FLEEK for automated reality verification and correction. FLEEK routinely extracts factual cliams inside the textual content, retrieves related proof for every declare from numerous sources of exterior data, after which evaluates the factual standing for every declare primarily based on the retrieved proof. The system additionally routinely corrects detected factual errors in claims primarily based on the retrieved proof. Experiments present that FLEEK is ready to exhaustively extract factual claims, accurately decide their factual standing, and suggest significant corrections primarily based on the proof retrieved.
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