Video-IFBench - Multi: leaderboard
Task-gated instruction satisfaction rate on multi-task instructions in Video-IFBench (2026). Percent, higher is better.
Metric: Task-gated instruction satisfaction rate (%; TISR on multi-task instructions; checklist-based instruction following on 1.5K video samples with 39 semantic and format constraint types; a response counts only if it addresses the active task (the correct branch for conditional instructions) and satisfies every checklist item, judged by Qwen3.5-397B-A17B-Instruct or verified programmatically; Gemini and Doubao get video at 1 fps, GPT-5.4 50 frames, vision-only models frames plus timestamped subtitles). Source: arxiv.org. Saturation forecast: Around February 2027. 38 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3 Pro | 58.8 | #135 |
| 2 | Gemini 3 Flash | 56.4 | #159 |
| 3 | Qwen 3.5 397B A17B (Thinking) | 52.8 | #242 (Qwen 3.5 397B A17B) |
| 4 | Doubao-Seed-2.0-Pro-260215 | 51.1 | #149 |
| 5 | Qwen 3.5 122B A10B (Thinking) | 50.1 | #329 (Qwen 3.5 122B A10B) |
| 6 | Qwen 3.5 35B A3B (Thinking) | 49.1 | #480 (Qwen 3.5 35B A3B) |
| 7 | Qwen 3.5 27B (Thinking) | 46.3 | #358 (Qwen 3.5 27B) |
| 8 | Qwen 3 VL 235B A22B (Thinking) | 45 | #451 |
| 9 | Gemma 4 31B (IT) | 44.4 | #343 |
| 10 | GPT-5.4 | 43.2 | #121 |
| 11 | Gemma 4 26B A4B (IT) | 41.1 | #545 |
| 12 | Qwen 3.5 397B A17B (Non-reasoning) | 40.8 | #242 (Qwen 3.5 397B A17B) |
| 13 | Qwen 3.5 9B (Thinking) | 39.8 | #803 (Qwen 3.5 9B) |
| 14 | Qwen 3.5 122B A10B (Non-reasoning) | 36.8 | #329 (Qwen 3.5 122B A10B) |
| 15 | Qwen 3 VL 235B A22B Instruct | 35.1 | #521 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=video-ifbench-multi · How It Works · Data refreshed daily, snapshot 2026-11-12.