Interleaved Image Multimodal Understanding on Mantis
64.2ScoreFull Model
Evaluation Results
| Method | Links | |
|---|---|---|
| Full ModelSparsity Ratio=0%, Base Model=LLaVA-OneVision2025.04 | 64.2 | |
| Full ModelBackbone=LLaVA-OneVision, Sparsity Ratio=0%2026.04 | 64.2 | |
| TopoVLMBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 61 | |
| LLM-StreamlineBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 58.9 | |
| ECOFLaPSparsity Ratio=60%, Base Model=LLaVA-OneVision2025.04 | 58.1 | |
| ECoFLaPBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 58.1 | |
| TAMPSparsity Ratio=60%, Base Model=LLaVA-OneVision2025.04 | 57.1 | |
| TAMPBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 57.1 | |
| LLM-PrunerBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 55.4 | |
| SparseGPTSparsity Ratio=60%, Base Model=LLaVA-OneVision2025.04 | 51.9 | |
| SparseGPTBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 51.9 | |
| WandaSparsity Ratio=60%, Base Model=LLaVA-OneVision2025.04 | 47.9 | |
| WandaBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 47.9 | |
| OWLSparsity Ratio=60%, Base Model=LLaVA-OneVision2025.04 | 43.8 | |
| OWLBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 43.8 | |
| MagnitudeSparsity Ratio=60%, Base Model=LLaVA-OneVision2025.04 | 0 | |
| MagnitudeBackbone=LLaVA-OneVision, Sparsity Ratio=60%2026.04 | 0 |