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A Closer Look at Claim Decomposition
March 19, 2024, 4:53 a.m. | Miriam Wanner, Seth Ebner, Zhengping Jiang, Mark Dredze, Benjamin Van Durme
cs.CL updates on arXiv.org arxiv.org
Abstract: As generated text becomes more commonplace, it is increasingly important to evaluate how well-supported such text is by external knowledge sources. Many approaches for evaluating textual support rely on some method for decomposing text into its individual subclaims which are scored against a trusted reference. We investigate how various methods of claim decomposition -- especially LLM-based methods -- affect the result of an evaluation approach such as the recently proposed FActScore, finding that it is …
abstract arxiv claim closer look cs.cl generated knowledge look reference support text textual type
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