ODU-Bench (Audio-Visual) - Demand Localization: leaderboard
Temporal localization in ODU-Bench (Chen et al., 2026): overlap between the predicted and reference time span of the demand in the final user clip, on the demand scenes of 1,347 audio-visual scenes (1,070 synthetic and 277 human-recorded; user turns as video with audio, earlier assistant replies as text). Temporal IoU in percent; higher is better.
Metric: Temporal IoU (%; overlap of the predicted and reference demand spans in the final user clip, demand scenes only; 1,347 audio-visual scenes (1,061 with a demand, 286 without; 1,070 synthetic and 277 human-recorded), user turns as video with audio, earlier assistant replies as text). Source: arxiv.org. Saturation forecast: Around February 2027. 12 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Seed 2.0 Lite | 82.8 | #286 |
| 2 | Gemini 3.1 Pro (Preview) | 81.9 | #91 |
| 3 | Gemini 3.7 Flash | 78.7 | #32 |
| 4 | Qwen 3.5 Omni Plus | 75.7 | #237 |
| 5 | Gemini 3.5 Flash Lite | 68.1 | #300 |
| 6 | Qwen3 Omni 30B A3B Instruct | 23.9 | #902 |
| 7 | Qwen2.5-Omni-7B | 5.8 | #1797 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=odu-bench-audio-visual-demand-localization · How It Works · Data refreshed daily, snapshot 2026-11-12.