Update README.md

README.md

@@ -91,6 +91,25 @@ Evaluation of multimodal LLM's ability of low-level visual perception in 2D geom
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+## Evaluation Result
+
+| Model                          | POL    | POC    | ALC    | LHC    | PEP    | PRA    | EQL    | Overall |
+|--------------------------------|--------|--------|--------|--------|--------|--------|--------|---------|
+| **Random Baseline**            |  1.35  |  2.63  | **59.92** | 51.36  |  0.23  |  0.00  |  0.02  | 16.50   |
+| **Open Source**                |        |        |        |        |        |        |        |         |
+| Molmo-7B-D                     | 11.96  | 35.73  | 56.77  | 16.79  |  1.06  |  0.00  |  0.81  | 17.59   |
+| Llama-3.2-11B                  | 16.22  | 37.12  | 59.46  | 52.08  |  8.38  | 22.41  | 49.86  | 35.08   |
+| Qwen2-VL-7B                    | 21.89  | 41.60  | 46.60  | 63.27  | 26.41  | 30.19  | 54.37  | 40.62   |
+| Cambrian-1-8B                  | 15.14  | 28.68  | 58.05  | 61.48  | 22.96  | 30.74  | 31.04  | 35.44   |
+| Pixtral-12B                    | 24.63  | 53.21  | 47.33  | 51.43  | 21.96  | 36.64  | 58.41  | 41.95   |
+| **Closed Source**              |        |        |        |        |        |        |        |         |
+| GPT-4o-mini                    |  9.80  | 61.19  | 48.84  | 69.51  |  9.80  |  4.25  | 44.74  | 35.45   |
+| GPT-4o                         | 16.43  | **71.49** | 55.63  | 74.39  | 24.80  | 60.30  | 44.69  | 49.68   |
+| Claude 3.5 Sonnet              | 25.44  | 68.34  | 42.95  | 70.73  | 21.41  | 63.92  | **66.34** | 51.30   |
+| Gemini-1.5-Flash               | **29.30** | 67.75  | 49.89  | 76.69  | 29.98  | 63.44  | 66.28  | 54.76   |
+| Gemini-1.5-Pro                 | 24.42  | 69.80  | 57.96  | **79.05** | **38.81** | **76.65** | 52.15  | **56.98** |
+
+
 ## Citation
 
 **BibTeX:**