MMLU-Pro+

A 12,032-question MMLU-Pro extension that adds multi-correct pairs to test higher-order reasoning and shortcut resistance.

Also known as: MMLU Pro Plus, MMLU-Pro+

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Categoryreasoning
Subcategorymulti-correct multiple-choice reasoning across 14 MMLU-Pro subjects
Page statusactive
Metricaccuracy; shortcut selection ratio; correct pair identification ratio
Directionhigher_is_better
Unit%
Dataset size12032
PublisherAutodesk AI Research

What it measures

MMLU-Pro+ presents academic multiple-choice questions with up to ten options. It modifies MMLU-Pro questions so some options assert that two answers are both correct. The benchmark tests whether a model can identify valid pairs and resist anchoring on a familiar single answer across 14 subjects.

Task format

Multiple choice, usually with ten options. Questions include true-positive pairs, partial false-positive pairs, and complete false-positive pairs. The paper reports accuracy plus shortcut selection ratio and correct pair identification ratio.

Models reporting this benchmark

No model card in ModelSpec reports this benchmark yet.

Data

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