EvoPool evolves pools of programmatic annotators that outperform LLM annotation by 0.141 average macro-F1 on 7 of 8 specialized tasks while running thousands of times faster.
Get Your Vitamin C ! Robust Fact Verification with Contrastive Evidence
2 Pith papers cite this work, alongside 6 external citations. Polarity classification is still indexing.
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Decontextualized, hyperlink-anchored evidence premises from fact-check articles improve retrieval and verdict prediction, released as the PrimeFacts resource.
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EvoPool: Evolutionary Programmatic Annotation for Label-Efficient Specialized Supervision
EvoPool evolves pools of programmatic annotators that outperform LLM annotation by 0.141 average macro-F1 on 7 of 8 specialized tasks while running thousands of times faster.
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From Articles to Premises: Building PrimeFacts, an Extraction Methodology and Resource for Fact-Checking Evidence
Decontextualized, hyperlink-anchored evidence premises from fact-check articles improve retrieval and verdict prediction, released as the PrimeFacts resource.