VideoJev Evaluation - ActivityNet Captions TimeLens - R1@0.5: leaderboard

VideoJev Evaluation - ActivityNet Captions TimeLens - R1@0.5. Refined TimeLens annotations; generative models Instruct mode; VideoJev Joint inference. Source Table1; latency is not capability. Metric: R1@0.5 (%). Primary published table; source configurations remain distinct.

Metric: R1@0.5 (%). Source: arxiv.org. Saturation forecast: Around 2030. 15 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro64.2#150
2Qwen 3.5 4B61.6#463
3Qwen 3.6 35B A3B59.8#217
4Qwen 3.5 35B A3B57.3#250
5GPT-544.9#94

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

Interactive version: theaggregate.ai/benchmark?slug=videojev-evaluation-activitynet-captions-timelens-r1-0-5 · How It Works · Data refreshed daily, snapshot 2026-10-16.