Multimodal Understanding on MMB, POPE, MMStar, MMMUVal, AI2D, MuirBench, BLINK, RealWorld
86.08MMB (EN)InternVL-2.5-26B*
Evaluation Results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| InternVL-2.5-26B*Red. Ratio=0.00%, Latency=0.7072, reproduced=true2025.12 | 86.08 | 85.14 | 90.3 | 66.53 | 53.44 | 86.46 | — | 61.91 | 75.95 | 75.73 | |
| InternVL-2.5-26BRed. Ratio=0.00%, Latency=0.70722025.12 | 85.4 | 85.5 | 90.6 | 66.5 | 60 | 86.4 | — | 61.8 | 74.5 | 76.34 | |
| LUVCBase Model=InternVL-2.5-26B*, Red. Ratio=55.1%, Latency=0.3379, Speedup=2.09x2025.12 | 84.97 | 84.45 | 90.32 | 65.2 | 53 | 85.72 | — | 61.75 | 74.9 | 75.04 | |
| VTWBase Model=InternVL-2.5-26B*, Red. Ratio=66.67%, Latency=0.315, Speedup=2.25x2025.12 | 84.88 | 83.76 | 90.09 | 59.73 | 52.67 | 84.88 | — | 59.02 | 70.07 | 73.14 | |
| PACTBase Model=InternVL-2.5-26B*, Red. Ratio=59.61%, Latency=0.3544, Speedup=2.00x2025.12 | 84.7 | 84.45 | 90.12 | 62.46 | 53.11 | 85.36 | — | 59.23 | 72.03 | 73.93 | |
| InternVL-2.5-8BRed. Ratio=0.00%, Latency=0.29852025.12 | 84.6 | 82.6 | 90.6 | 62.8 | 56 | 84.5 | — | 54.8 | 70.1 | 73.25 | |
| InternVL-2.5-8B*Red. Ratio=0.00%, Latency=0.2985, reproduced=true2025.12 | 83.85 | 83.59 | 88.91 | 62.93 | 53.44 | 84.68 | — | 54.6 | 70.45 | 72.81 | |
| LUVCBase Model=InternVL-2.5-8B*, Red. Ratio=56.89%, Latency=0.1479, Speedup=2.02x2025.12 | 83.85 | 83.25 | 89.19 | 61.4 | 53.22 | 84.1 | — | 54.87 | 69.41 | 72.41 | |
| PACTBase Model=InternVL-2.5-8B*, Red. Ratio=55.41%, Latency=0.1721, Speedup=1.73x2025.12 | 83.5 | 82.39 | 88.21 | 61.06 | 53.11 | 83.48 | — | 52.5 | 67.45 | 71.46 | |
| VTWBase Model=InternVL-2.5-8B*, Red. Ratio=56.25%, Latency=0.1369, Speedup=2.18x2025.12 | 83.08 | 81.44 | 86.09 | 57.33 | 52 | 82.84 | — | 52.44 | 63.66 | 69.86 | |
| LlavaOV-7BRed. Ratio=0.00%, Latency=0.19272025.12 | 80.8 | 80.4 | 89.17 | 61.7 | 48.8 | 81.4 | 41.8 | — | 66.3 | 68.9 | |
| LUVCBase Model=LlavaOV-7B, Red. Ratio=53.97%, Latency=0.1205, Speedup=1.60x2025.12 | 80.58 | 80.58 | 89.39 | 62.24 | 47.89 | 81.54 | 42.46 | — | 65.62 | 68.79 | |
| PACTBase Model=LlavaOV-7B, Red. Ratio=55.88%, Latency=0.1096, Speedup=1.76x2025.12 | 80.3 | 79.98 | 88.93 | 59.79 | 48 | 80.86 | 43.1 | — | 64.71 | 68.21 | |
| FastVBase Model=LlavaOV-7B, Red. Ratio=42.86%, Latency=0.1196, Speedup=1.61x2025.12 | 79.21 | 79.64 | 88.83 | 58.56 | 48.67 | 79.53 | 41.12 | — | 64.18 | 67.47 | |
| VTWBase Model=LlavaOV-7B, Red. Ratio=57.14%, Latency=0.1023, Speedup=1.88x2025.12 | 58.59 | 57.99 | 50.97 | 39.34 | 43.78 | 69.43 | 34.85 | — | 41.7 | 49.58 | |
| LlavaOV-0.5BRed. Ratio=0.00%, Latency=0.04622025.12 | 52.1 | — | 37.5 | — | 31.4 | 57.1 | 25.5 | — | 55.6 | — | |
| LlavaOV-0.5B*Red. Ratio=0.00%, Latency=0.0462, reproduced=true2025.12 | 51.89 | 45.7 | 88.32 | 38.4 | 32.33 | 57.1 | 25.5 | — | 55.42 | 49.33 | |
| LUVCBase Model=LlavaOV-0.5B*, Red. Ratio=49.55%, Latency=0.047, Speedup=0.98x2025.12 | 51.72 | 44.59 | 88.04 | 39.13 | 32.56 | 56.22 | 24.88 | — | 56.47 | 49.2 | |
| FastVBase Model=LlavaOV-0.5B*, Red. Ratio=41.67%, Latency=0.0498, Speedup=0.93x2025.12 | 51.55 | 43.21 | 87.09 | 39.41 | 32.33 | 56.64 | 26.69 | — | 54.51 | 48.93 | |
| PACTBase Model=LlavaOV-0.5B*, Red. Ratio=48.05%, Latency=0.0503, Speedup=0.92x2025.12 | 50.6 | 43.04 | 86.06 | 39.06 | 32.78 | 55.34 | 25.62 | — | 53.73 | 48.28 | |
| VTWBase Model=LlavaOV-0.5B*, Red. Ratio=54.17%, Latency=0.0398, Speedup=1.16x2025.12 | 49.4 | 45.1 | 72.56 | 38.11 | 31.56 | 55.18 | 25.58 | — | 47.71 | 45.65 |