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Merging Facts, Crafting Fallacies: Evaluating The Contradictory Nature Of Aggregated Factual Claims In Long-form Generations

Abstract

Long-form generations from large language models (LLMs) contain a mix of factual and non-factual claims, making evaluating factuality difficult. Prior works evaluate the factuality of a long paragraph by decomposing it into multiple facts, verifying those facts independently, and aggregating the results. Such methods assume that combining factual claims forms a factual paragraph. The above assumpt

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