Mathurin Videau

FAIR at Meta

Meta AI (FAIR)

Papers on Lattice

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Publication activitypapers/week, last 8 weeks

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Eval Frameworks & Benchmarks (1)Natural Language Processing (1)

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João Maria Janeiro (1)Andrea Caciolai (1)Benjamin Piwowarski (1)Patrick Gallinari (1)

Papers (1)

Jun 9, 2026

Meta AIJun 9, 2026·also Criteo AI Lab, Sorbonne

Are We Evaluating Knowledge or Phrasing? Mitigating MCQA Sensitivity with ParaEval

Standard MCQA metrics can mislead evaluations by over 2 points due to phrasing sensitivity, but ParaEval cuts this gap to under 1 point, revealing true model capabilities.

João Maria Janeiro, Mathurin Videau, Andrea Caciolai +3

Eval Frameworks & Benchmarks Natural Language Processing

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Mathurin Videau

Publication activitypapers/week, last 8 weeks

Research focus

Frequent co-authors

Papers (1)