Video Reasoning on STAR
67.7ScoreBoxTuning
Evaluation results
| Method | Links | |
|---|---|---|
| BoxTuningSize=7B2026.04 | 67.7 | |
| ObjectMLLMSize=7B2026.04 | 67.2 | |
| ViLASize=3B2026.04 | 67.1 | |
| SeViLASize=3B2026.04 | 64.9 | |
| MRoPE-IBackbone=Qwen3-VL-8B-Instruct2025.10 | 62.45 | |
| MHRoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 62.33 | |
| MRoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 62.29 | |
| HoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 62.19 | |
| Vanilla RoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 61.65 | |
| CircleRoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 61.51 | |
| VideoRoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 61.21 | |
| MHRoPE2025.10 | 59.48 | |
| HoPE2025.10 | 58.3 | |
| MRoPE2025.10 | 58.28 | |
| Vanilla RoPE2025.10 | 58.07 | |
| CircleRoPE2025.10 | 57.94 | |
| MRoPE-I2025.10 | 57.79 | |
| VideoRoPE2025.10 | 57.2 | |
| VideoLLaMA2Size=7B, Zero-shot=true2026.04 | 57.1 |