Multimodal Spatial Intelligence on EASI (In-Domain)
60.8Average ScoreGEMINI 3 PRO
Evaluation results
| Method | Links | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| GEMINI 3 PROOpen data source=false, Rank=12026.02 | 60.8 | 52.5 | 45.2 | 70.9 | 50.4 | 62.2 | 76 | 68.9 | 84.3 | 48.7 | 40.4 | 69.1 | |
| GEMINI 2.5 PROOpen data source=false, Rank=22026.02 | 58 | 53.6 | 38 | 57.6 | 46.1 | 57.1 | 73.5 | 59.3 | 78.8 | — | — | — | |
| SENSENOVA-SI-1.3-INTERNVL3-8BOpen data source=false, Rank=32026.02 | 57.3 | 68.6 | 42.5 | 89.9 | 61.3 | 47.5 | 68 | 62.4 | 81 | 48.4 | 25.7 | 35.3 | |
| SENSENOVA-SI-1.2-INTERNVL3-8BOpen data source=false, Rank=42026.02 | 57 | 69.6 | 42.6 | 89 | 58.8 | 49 | 69.4 | 60.1 | 77.7 | 49.5 | 26.2 | 34.8 | |
| GPT-5Open data source=false, Rank=52026.02 | 55.7 | 55 | 41.8 | 56.3 | 45.6 | 61.9 | 68 | 60.3 | 81.6 | 49.7 | 33.4 | 59.2 | |
| GEOTHINKER QWEN3VL-8BOpen data source=true, Rank=62026.02 | 55 | 72.6 | 30.9 | 83 | 45.9 | 55.9 | 53.9 | 51.9 | 78.8 | 68.2 | 23.7 | 40.1 | |
| SEED 1.6Open data source=false, Rank=72026.02 | 54.2 | 49.9 | 38.3 | 48.8 | 43.9 | 54.6 | 65.9 | 56.9 | 75.4 | — | — | — | |
| SENSENOVA-SI-1.1-INTERNVL3-8BOpen data source=false, Rank=82026.02 | 54 | 68.8 | 43.3 | 85.7 | 54.7 | 47.7 | 63.9 | 55.5 | 72 | 45.8 | 23.8 | 33 | |
| GROK4Open data source=false, Rank=92026.02 | 53.3 | 47.9 | 37.8 | 63.6 | 43.2 | 47 | 56.4 | 54.9 | 75.5 | — | — | — | |
| SENSENOVA-SI-1.1-QWENVL3-8BOpen data source=false, Rank=102026.02 | 52.2 | 64.8 | 38.1 | 73.8 | 51.2 | 49.6 | 61.9 | 53.2 | 72.5 | 40.8 | 25.5 | 43 | |
| QWEN3-VL-8B-INSTRUCTOpen data source=false, Rank=112026.02 | 47.3 | 57.9 | 31.1 | 29.4 | 42.2 | 45.8 | 66.7 | 53.9 | 77.7 | 39.6 | 28.4 | 47 | |
| VST-7B-SFTOpen data source=true, Rank=122026.02 | 47.2 | 55.5 | 32.5 | 39.7 | 50.5 | 39.7 | 61.9 | 54.6 | 73.7 | 46.6 | 24.9 | 39.5 | |
| SENSENOVA-SI-1.1-QWENVL2.5-7BOpen data source=false, Rank=132026.02 | 46.5 | 58.1 | 32.8 | 54.7 | 45.5 | 43.9 | 55.3 | 46.3 | 71.4 | 38.2 | 26.1 | 39.3 | |
| INTERNVL3.5-8BOpen data source=false, Rank=142026.02 | 46 | 56.1 | 29 | 40.2 | 40 | 43.8 | 58.2 | 49.2 | 75.7 | 38.2 | 28 | 47.4 | |
| SENSENOVA-SI-1.1-BAGEL-7B-MOTOpen data source=false, Rank=152026.02 | 45.5 | 41.5 | 34.5 | 46.8 | 46.9 | 42 | 65.4 | 42.4 | 69 | 44.7 | 23.8 | 44 | |
| VLM-3R-LLAVA-QWEN2-LORAOpen data source=true, Rank=162026.02 | 44.2 | 60.7 | 27.9 | 40 | 40.5 | 31.3 | 52.3 | 51.5 | 68.2 | 42.4 | 27.8 | 43.3 | |
| VST-3B-SFTOpen data source=true, Rank=172026.02 | 44.1 | 51.4 | 28.8 | 36 | 52.9 | 35.9 | 58.8 | 54.1 | 69 | 37.7 | 24.3 | 36.5 | |
| SENSENOVA-SI-1.1-INTERNVL3-2BOpen data source=false, Rank=182026.02 | 43.6 | 63.7 | 34.2 | 41.8 | 52.7 | 36.8 | 52.4 | 50.5 | 62.8 | 38 | 20.4 | 26.4 | |
| INTERNVL3-8BOpen data source=false, Rank=192026.02 | 43.4 | 42.1 | 28 | 41.5 | 38.7 | 41.1 | 53.5 | 44.2 | 76.3 | 35.9 | 30.2 | 45.3 | |
| CAMBRIAN-S-7BOpen data source=true, Rank=202026.02 | 43.3 | 62.9 | 27.1 | 37.9 | 41.3 | 36.1 | 37.9 | 54.8 | 72.8 | 37.9 | 25.2 | 41.9 | |
| BAGEL-7B-MOTOpen data source=false, Rank=212026.02 | 42.8 | 31.4 | 31 | 34.7 | 41.3 | 37 | 63.6 | 50.2 | 73.1 | 39.1 | 27.8 | 41.7 | |
| SENSENOVA-SI-1.1-QWENVL2.5-3BOpen data source=false, Rank=222026.02 | 41.3 | 54.9 | 30.8 | 52.6 | 43.5 | 37.8 | 45.6 | 45 | 55.2 | 30.8 | 25.1 | 32.5 | |
| QWEN3-VL-2B-INSTRUCTOpen data source=false, Rank=232026.02 | 41.1 | 50.4 | 28.9 | 34.5 | 37 | 35.7 | 53.2 | — | 70.1 | 33.9 | 26.6 | 34.6 | |
| CAMBRIAN-S-3BOpen data source=true, Rank=242026.02 | 40.4 | 56.1 | 27 | 38.4 | 41 | 31 | 37.7 | 50.9 | 63.5 | 33 | 23.9 | 41.9 | |
| QWEN2.5-VL-7B-INSTRUCTOpen data source=false, Rank=252026.02 | 39.9 | 32.3 | 26.8 | 36 | 36.9 | 37.6 | 55.9 | 43.5 | 71.8 | 33.8 | 27.1 | 37.4 | |
| VILASROpen data source=true, Rank=262026.02 | 39.5 | 44.6 | 30.2 | 35.1 | 35.7 | 38.7 | 51.4 | 46.6 | 67.3 | 37.4 | 28.3 | 19.2 | |
| SPACER-SFT-7BOpen data source=true, Rank=272026.02 | 39.4 | 41.6 | 27.4 | 38 | 35.9 | 34.3 | 49.6 | 40.5 | 66.9 | 34.2 | 24.7 | 41 | |
| SPATIALLADDER-3BOpen data source=true, Rank=282026.02 | 39.1 | 44.9 | 27.4 | 43.5 | 39.9 | 28 | 43 | 42.8 | 58.2 | 32.9 | 27.4 | 41.9 | |
| QWEN2.5-VL-3B-INSTRUCTOpen data source=false, Rank=292026.02 | 38.2 | 27 | 28.6 | 37.6 | 32 | 33.1 | 48.7 | 53.9 | 62.3 | 28.3 | 27.7 | 41.1 | |
| INTERNVL3-2BOpen data source=false, Rank=302026.02 | 37.9 | 33 | 26.5 | 37.5 | 32.6 | 30 | 50.8 | 47.7 | 60.1 | 27.2 | 29.1 | 42 | |
| SPATIAL-MLLM-SUBSET-SFTOpen data source=true, Rank=312026.02 | 35.8 | 46.3 | 26.1 | 33.5 | 34.7 | 18 | 40.5 | 36.2 | 50 | 35.3 | — | 38 | |
| MINDCUBE-QWEN2.5VL-RAWQA-SFTOpen data source=true, Rank=322026.02 | 20.6 | 17.2 | 1.7 | 51.7 | 24.1 | 6.3 | 35.1 | 2.8 | 37 | 20.8 | 5.2 | 24.5 |