Update README.md

README.md

@@ -38,11 +38,12 @@ MMEB-train, CC-3M, colpali training set.
 
 | Model                    | Model Size (B) | Overall | Image-Overall | Video-Overall | Visdoc-Overall |
 | ------------------------ | -------------- | ------- | ------------- | ------------- | -------------- |
-| seed-1.6-embedding       | unknown        | 71.57   | 77.78         | 55.34         | 74.41          |
-| Ops-MM-embedding-v1-7B   | 8.29           | 67.79   | 72.72         | 53.76         | 70.91          |
-| Ops-MM-embedding-v1-2B   | 2.21           | 63.62   | 69.03         | 47.56         | 67.55          |
-| VLM2Vec-V2.0-Qwen2VL-2B  | 2.21           | 58.39   | 64.85         | 34.85         | 66.34          |
-| gme-Qwen2-VL-2B-Instruct | 2.21           | 54.37   | 51.89         | 33.86         | 73.47          |
+| seed-1.6-embedding       | unknown        | 71.27   | 77.78         | 55.34         | 73.44          |
+| Ops-MM-embedding-v1-7B   | 8.29           | 67.61   | 72.72         | 53.76         | 70.34          |
+| Ops-MM-embedding-v1-2B   | 2.21           | 63.44   | 69.03         | 47.56         | 66.96          |
+| VLM2Vec-V2.0-Qwen2VL-2B  | 2.21           | 58.02   | 64.85         | 34.85         | 65.36          |
+| gme-Qwen2-VL-7B-Instruct | 8.29           | 57.83   | 55.95         | 38.43         | 75.18          |
+| gme-Qwen2-VL-2B-Instruct | 2.21           | 54.08   | 51.89         | 33.64         | 72.71          |
 
 
 ### MMEB-Image
@@ -58,14 +59,13 @@ The table below compares performance on MMEB-Image benchmark among models of sim
 
 ### ViDoRe-v2
 
-| Model                  | Avg      | ESG Restaurant Human | MIT Bio | Econ. Macro | ESG Restaurant Synth. | MIT Bio Multi. | Econ Macro Multi. | ESG Restaurant Synth. Multi. |
-| ---------------------- | -------- | -------------------- | ------- | ----------- | --------------------- | -------------- | ----------------- | ---------------------------- |
-| gme-7B                 | 59.3     | 65.8                 | 64      | 62.9        | 54.3                  | 55.1           | 56.2              | 56.7                         |
-| seed 1.6 embedding     | 58.9     | 63.3                 | 63.9    | 64.0        | 58.4                  | 57.1           | 53.8              | 52.0                         |
-| Ops-MM-embedding-v1-7B | **60.6** | 66.3                 | 58.4    | 67.4        | 60.0                  | 54.3           | 60.9              | 56.8                         |
-| Ops-MM-embedding-v1-2B | 54.4     | 58.6                 | 56.0    | 56.4        | 55.8                  | 52.9           | 47.9              | 53.4                         |
-
 
+| Model                  | Avg       | ESG Restaurant Human | MIT Bio Multi. | Econ Macro Multi. | ESG Restaurant Synth. Multi. |
+| ---------------------- | --------- | -------------------- | -------------- | ----------------- | ---------------------------- |
+| gme-7B                 | 55.61     | 63.37                | 49.49          | 54.21             | 55.38                        |
+| seed 1.6 embedding     | 56.57     | 63.3                 | 57.14          | 53.85             | 51.99                        |
+| Ops-MM-embedding-v1-7B | **59.59** | 66.27                | 54.34          | 60.92             | 56.82                        |
+| Ops-MM-embedding-v1-2B | 53.18     | 58.57                | 52.87          | 47.89             | 53.39                        |
 
 
 ## Usage