A MULTIDISCIPLINARY ACADEMIC BENCHMARK

UlumBench.

University-level questions across academic disciplines.
Explore what models know—and where they fall short.

6,167Evaluated questions
140Topic labels
10Question categories
500Constructed families

01 / MODEL RESULTS

The leaderboard

5 MODELS · 6,167 QUESTIONS

Full score table & model snapshots
Aggregate scores, ordered by the selected ranking metric
RankModel / snapshotOverallMCQOpen response

Merged baseline: Experiment 2 label-only MCQs + Experiment 1 non-MCQs. MCQs use exact scoring; other answers use GPT-4o-mini judging. One saved response per question and model.