DecMetrics scores claim decompositions for completeness, correctness, and semantic entropy, and uses them as rewards to train a small T5 model, but the evaluation is circular and it does not lift downstream fact-checking accuracy.
Example Walkthrough: Claim: Ash is known for her comedic timing and her ability to play a wide range of characters, from quirky and offbeat to more serious and dramatic roles
1 Pith paper cite this work. Polarity classification is still indexing.
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Pith paper citing it
fields
cs.CL 1years
2025 1verdicts
REJECT 1representative citing papers
citing papers explorer
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DecMetrics: Structured Claim Decomposition Scoring for Factually Consistent LLM Outputs
DecMetrics scores claim decompositions for completeness, correctness, and semantic entropy, and uses them as rewards to train a small T5 model, but the evaluation is circular and it does not lift downstream fact-checking accuracy.