Update README.md

README.md

@@ -94,25 +94,28 @@ This model can also conduct in-depth analysis of AAAI's official website and ide
 
 ## Evaluation
 
+**MultiModal Benchmark**
 
+\* Training set observed.
 
-**MultiModal Benchmark**
+| MathVista<br>(testmini) | MMB<br>(dev/test) | MMB−CN<br>(dev/test) | MMMU<br>(val/test)                                                                 | CMMMU<br>(val/test) | MMVP | MME            | POPE | Tiny LVLM | SEEDv1<br>(image) | LLaVA Wild | MM−Vet |
+| ----------------------- | ----------------- | -------------------- | ---------------------------------------------------------------------------------- | ------------------- | ---- | -------------- | ---- | --------- | ----------------- | ---------- | ------ |
+| 34.5                    | 76.7&nbsp;/&nbsp;75.4       | 71.9&nbsp;/&nbsp;70.3          | 39.1&nbsp;/&nbsp;35.3                                                                        | 34.8&nbsp;/&nbsp;34.0         | 44.7 | 1675.1&nbsp;/&nbsp;348.6 | 87.1 | 343.2     | 73.2              | 73.2       | 46.7   |
+
+**Image Captioning & Visual Question Answering**
 
-| MME            | MMB<sub>dev/test</sub> | MMB-CN<sub>dev/test</sub> | POPE | MMMU<sub>val/test</sub> | CMMMU<sub>val/test</sub> | Tiny<sub>LVLM</sub> | LLaVA<sub>bench</sub> |
-| -------------- | ---------------------- | ------------------------- | ---- | ----------------------- | ------------------------ | ------------------- | --------------------- |
-| 1672.3 / 341.1 | 76.6 / 75.4            | 71.5 / 70.1               | 87.2 | 39.1 / 35.3             | 34.8 / 34.0              | 344.5               | 76.3                  |
+\* Training set observed.
 
-**Visual Question Answering**
+| COCO<br>(test) | Flickr30K<br>(test) | NoCaps<br>(val) | VQAv2<br>(testdev) | OKVQA<br>(val) | TextVQA<br>(val) | VizWiz<br>(val/test) | AI2D<br>(test) | GQA<br>(test) | ScienceQA<br>(image) |
+| -------------- | ------------------- | --------------- | ------------------ | -------------- | ---------------- | -------------------- | -------------- | ------------- | -------------------- |
+| 142.2\*        | 85.3                | 120.8           | 80.9\*             | 64.1\*         | 65.9             | 59.0&nbsp;/&nbsp;57.3          | 70.3\*         | 62.5\*        | 90.1\*               |
 
-| VQAv2<sub>test</sub> | OKVQA<sub>val</sub> | TextVQA<sub>val</sub> | VizWiz<sub>val/test</sub> | AI2D<sub>test</sub> | GQA<sub>test</sub> | SQA<sub>test</sub> |
-| -------------------- | ------------------- | --------------------- | ------------------------- | ------------------- | ------------------ | ------------------ |
-| 80.9                 | 64.2                | 65.8                  | 58.3 / 57.3               | 70.23               | 62.4               | 91.2               |
+**Visual Grounding**
 
-**Image Captioning**
+| RefCOCO<br>(val) | RefCOCO<br>(testA) | RefCOCO<br>(testB) | RefCOCO+<br>(val) | RefCOCO+<br>(testA) | RefCOCO+<br>(testB) | RefCOCO−g<br>(val) | RefCOCO−g<br>(test) |
+| ---------------- | ------------------ | ------------------ | ----------------- | ------------------- | ------------------- | ------------------ | ------------------- |
+|                  |                    |                    |                   |                     |                     |                    |                     |
 
-| COCO<sub>test</sub> | Flickr30K<sub>test</sub> | NoCaps<sub>val</sub> |
-| ------------------- | ------------------------ | -------------------- |
-| 141.8               | 84.3                     | 120.4                |
 
 
 ## Citation