Video-MemComp OVO Compression Thresholds - STU: leaderboard

Video-MemComp v1: streaming evaluation of official development sets. Table 1 mixes reproduced starred rows and results from prior papers; frame sampling and average KV budget differ by system and remain in row identity. Backbone checkpoint revision and decoding are not fully specified; source-qualified systems are retained. This is video QA under cache compression, not an unmodified backbone score. Appendix F identifies Qwen2.5-VL-7B on OVO. These are distinct hyperparameter arms evaluated on the same questions, not independently sampled tasks; preserve every configuration. STU. Metric: Accuracy (%).

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 16 models tracked.

Top models

#ModelScoreOverall rank
1Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.80, 0.85]52.81
2Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.75, 0.80]50
3Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.70, 0.80]48.88
4Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.95, 0.90]48.31
5Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.80, 0.75]47.75
6Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.80, 0.60]47.19
7Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.50, 0.75]46.63
8Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.90, 0.80]46.63
9Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.60, 0.85]45.51
10Video-MemComp Qwen2.5-VL-7B Compression Thresholds [0.50, 0.80]44.94

Interactive version: theaggregate.ai/benchmark?slug=video-memcomp-ovo-compression-thresholds-stu · How It Works · Data refreshed daily, snapshot 2026-10-27.