NEI competence does not transfer reliably across evidence constructions in fact verification; mixed training narrows but does not close the gap, and aggregate scores can mask specific weaknesses.
Suchin Gururangan, Swabha Swayamdipta, Omer Levy, Roy Schwartz, Samuel R
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Evidence Absence Is Not Evidence Insufficiency: Diagnosing NEI Construction Artifacts in Fact Verification
NEI competence does not transfer reliably across evidence constructions in fact verification; mixed training narrows but does not close the gap, and aggregate scores can mask specific weaknesses.