SIS-Bench - Action Sequence: leaderboard
SIS-Bench (2026) tests multimodal LLMs on UAV self-awareness and spatial cognition with four-option questions about drone videos. The action sequence task asks for the sequence of flight actions in a stitched video; accuracy in percent, higher is better.
Metric: Accuracy (%; 315 action sequence questions; four-option multiple choice on UAV videos (at most 32 frames), zero-shot, open models through vLLM with at most 128 generated tokens and proprietary models through their APIs; higher is better). Source: arxiv.org. Saturation forecast: Around February 2027. 26 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Seed 1.8 | 85.1 | #242 |
| 2 | Gemini 3 Flash (Preview) | 84.1 | #144 |
| 3 | Qwen 3.5 Plus | 82.5 | #232 |
| 4 | GPT-5.4 | 77.8 | #123 |
| 5 | Kimi K2.5 | 77.8 | #256 |
| 6 | Qwen 3 VL 8B (Thinking) | 62.9 | #887 |
| 7 | Qwen 3 VL 4B Instruct | 61.3 | #1279 |
| 8 | Qwen 3 VL 8B Instruct | 60.3 | #981 |
| 9 | GLM-4.1V-9B (Thinking) | 55.9 | #1060 (GLM-4.1V-9B) |
| 10 | Qwen 2.5 VL 7B Instruct | 55.6 | #1833 |
| 11 | Qwen 2 VL 7B Instruct | 51.4 | #2553 |
| 12 | Qwen 3 VL 30B A3B Instruct | 44.8 | #871 |
| 13 | InternVL3-14B | 43.8 | #1182 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=sis-bench-action-sequence · How It Works · Data refreshed daily, snapshot 2026-11-13.