Update README.md

README.md

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-license: cc-by-sa-4.0
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+---
+license: cc-by-sa-4.0
+language:
+- zh
+---
+Based on the [Kuaishou](https://www.kuaishou.com/) short video data, we constructed 6 datasets for Vision-Language Models (VLMs) like **Keye**, **Qwen2.5-VL** and **InternVL** to evaluate performance.
+
+## Tasks
+| Task           | Description                                                                 |
+| -------------- | --------------------------------------------------------------------------- |
+| CPV            | The task of predicting product attributes in e-commerce.                    |
+| Video_Topic    | The task of determining whether multiple videos belong to the same topic.   |
+| Video_Order    | The task of determining the logical order between multiple videos. |
+| PornComment    | The task of whether short video comments contain pornographic content.      |
+| High_Like      | A binary classification task to determine the rate of likes of a short video. |
+| SPU            | The task of determining whether two items are the same product in e-commerce. |
+
+## Performance 
+| Task           | Qwen2.5-VL-3B | Qwen2.5-VL-7B | InternVL-3-8B | MiMo-VL | Keye |
+| -------------- | ------------- | ------------- | ------------- | ------- | ---- |
+| CPV            | 12.80         | 20.10         | 15.00         | 17.10   | 55.13 |
+| Video_Topic    | 43.90         | 46.95         | 51.21         | 49.39   | 54.30 |
+| Video_Order    | 36.80         | 58.40         | 64.80         | 78.40   | 84.43 |
+| PornComment    | 57.10         | 56.50         | 57.60         | 68.60   | 71.96 |
+| High_Like      | 48.20         | 48.70         | 47.80         | 50.40   | 55.25 |
+| SPU            | 74.10         | 81.30         | 75.60         | 81.90   | 87.05 |
+
+## Example of Evaluation
+
+Here is an example of an evaluation using VLMs on our datasets. The following configuration needs to be added to the config file.
+```python
+{
+
+    "model":'...'
+    "data": {
+        "CPV": {
+            "class": "KwaiVQADataset",
+            "dataset": "CPV"
+        },
+        "Video_Topic": {
+            "class": "KwaiVQADataset",
+            "dataset": "Video_Topic"
+        },
+        "Video_Order": {
+            "class": "KwaiVQADataset",
+            "dataset": "Video_Order"
+        },
+        "PornComment": {
+            "class": "KwaiYORNDataset",
+            "dataset": "PornComment"
+        },
+        "High_like":{
+            "class":"KwaiYORNDataset",
+            "dataset":"High_like"
+        },
+        "SPU": {
+            "class": "KwaiYORNDataset",
+            "dataset": "SPU"
+        }
+    }
+}