Papers with claim decomposition
A Closer Look at Claim Decomposition (2024.starsem-1)
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| Challenge: | Recent work uses claim decomposition to determine how well supported a claim is for applications in factual precision of generated text, entailment of human generated text and claim verification. |
| Approach: | They propose an LLM-based approach to generating decompositions inspired by Bertrand Russell’s theory of logical atomism and neo-Davidsonian semantics and demonstrate its improved decomposing quality over previous methods. |
| Outcome: | The proposed method improves on the FActScore and a Bertrand Russell-inspired approach to generating decompositions inspired by neo-Davidsonian semantics and improves decomposability quality. |
Complex Claim Verification with Evidence Retrieved in the Wild (2024.naacl-long)
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| Challenge: | Prior work makes simplifying assumptions in retrieval that depart from real-world use cases: no access to evidence, access to curated evidence, or access to published evidence after a claim was made. |
| Approach: | They propose a pipeline to check claims using raw evidence from the web . they restrict their retriever to only search documents available prior to the claim's making . |
| Outcome: | The proposed method is based on a political claim dataset and shows that the evidence summary produced by the system is reliable and relevant to answering key questions. |