VideoJev Evaluation - LongVideoBench validation without subtitles: leaderboard

VideoJev Evaluation - LongVideoBench validation without subtitles. 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. 17 models tracked.

Top models

#ModelScoreOverall rank
1Seed 2.0 Pro80.3#114
2Qwen 3.6 35B A3B (Thinking)74.9#217 (Qwen 3.6 35B A3B)
3Qwen 3.5 35B A3B (Thinking)74.5#250 (Qwen 3.5 35B A3B)
4Qwen 3.5 4B (Thinking)73.6#463 (Qwen 3.5 4B)
5Qwen 3 VL 30B A3B (Thinking)69.1#341 (Qwen 3 VL 30B A3B)
6Qwen 3 VL 4B (Thinking)63.4#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-longvideobench-validation-without-subtitles · How It Works · Data refreshed daily, snapshot 2026-10-16.