MMB mmb Leaderboard
Auto-discovered from papers reporting MMB (Score). · Metric: Score (higher is better) · 🟢 Updated 8h ago
| # | Model | Score | Paper |
|---|---|---|---|
| 1 | LoRA (default) | 86.10 | link |
| 2 | QLoRA (4-bit) | 85.30 | link |
| 3 | SFT (self-generated data) | 84.60 | link |
| 4 | BLIP3o-8B (base) | 83.50 | link |
| 5 | Full fine-tuning | 83.10 | link |
| 6 | Last-20 heuristic | 82.47 | link |
| 7 | V2Drop + Ours (10%) | 77.40 | link |
| 8 | VisionZip | 69.00 | link |
| 9 | LLaVA-NeXT-7B | 67.90 | link |
| 10 | TwigVLM (ours) | 67.40 | link |
| 11 | V2Drop | 67.25 | link |
| 12 | APET | 67.18 | link |
| 13 | Vanilla | 67.10 | link |
| 14 | VSkip + (N=20) | 67.01 | link |
| 15 | ShortV (N=20) | 66.92 | link |
| 16 | Ours (N=20) | 66.75 | link |
| 17 | VTW (K=16) | 66.75 | link |
| 18 | VisionZip + Ours (10%) | 66.30 | link |
| 19 | FastV | 65.80 | link |
| 20 | SparseVLM | 65.70 | link |
| 21 | MustDrop | 62.80 | link |
| 22 | ViT-SO400M (pretrained) | 61.80 | link |
| 23 | SBER-MoVQGAN-270M | 35.80 | link |