VideoJev Evaluation - MLVU development MCQ: leaderboard

VideoJev Evaluation - MLVU development MCQ. Table2 source protocol; VideoJev Joint inference; Instruct and Thinking checkpoints/runs preserved. Molmo2 32K context and Nemotron128K context. Missing source cells retained as absent. Metric: Accuracy (%). Primary published table; source configurations remain distinct.

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around January 2027. 19 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3.6 35B A3B (Thinking)86.2#217 (Qwen 3.6 35B A3B)
2GPT-5.285.6#109
3Qwen 3.5 35B A3B (Thinking)85.6#250 (Qwen 3.5 35B A3B)
4Gemini 3 Pro83#77
5Qwen 3.5 4B (Thinking)82.8#463 (Qwen 3.5 4B)
6Claude Opus 4.581.7#81
7Qwen 3 VL 30B A3B (Thinking)78.9#341 (Qwen 3 VL 30B A3B)
8Qwen 3 VL 4B (Thinking)75.7#469 (Qwen 3 VL 4B)

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #7 Gemini 4 Argon.

Interactive version: theaggregate.ai/benchmark?slug=videojev-evaluation-mlvu-development-mcq · How It Works · Data refreshed daily, snapshot 2026-10-16.