Video Multimodal Evaluation on VideoMME
61.48ScoreVideoRoPE
Evaluation Results
| Method | Links | |
|---|---|---|
| VideoRoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 61.48 | |
| MHRoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 60.89 | |
| MRoPE-IBackbone=Qwen3-VL-8B-Instruct2025.10 | 60.89 | |
| HoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 60.56 | |
| Full ModelBackbone=LLaVA-OneVision, Sparsity Ratio=0%2026.04 | 60.1 | |
| Vanilla RoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 60.07 | |
| MRoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 59.78 | |
| TopoVLMBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 58.2 | |
| LLM-StreamlineBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 55.6 | |
| SparseGPTBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 55.2 | |
| ECoFLaPBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 54.4 | |
| TAMPBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 54 | |
| LLM-PrunerBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 52.3 | |
| WandaBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 51.5 | |
| CircleRoPEBackbone=Qwen3-VL-8B-Instruct2025.10 | 51.04 | |
| OWLBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 50.8 | |
| MagnitudeBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 20.7 |