Update README.md
Browse files
    	
        README.md
    CHANGED
    
    | @@ -6095,6 +6095,14 @@ Here are some rules of thumb: | |
| 6095 |  | 
| 6096 | 
             
            Different versions of `transformers` and `pytorch` could cause negligible but non-zero performance differences.
         | 
| 6097 |  | 
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
|  | |
| 6098 | 
             
            ## Citation
         | 
| 6099 |  | 
| 6100 | 
             
            If you find our paper or models helpful, please consider cite as follows:
         | 
|  | |
| 6095 |  | 
| 6096 | 
             
            Different versions of `transformers` and `pytorch` could cause negligible but non-zero performance differences.
         | 
| 6097 |  | 
| 6098 | 
            +
            **3. Why does the cosine similarity scores distribute around 0.7 to 1.0?**
         | 
| 6099 | 
            +
             | 
| 6100 | 
            +
            This is a known and expected behavior as we use a low temperature 0.01 for InfoNCE contrastive loss. 
         | 
| 6101 | 
            +
             | 
| 6102 | 
            +
            For text embedding tasks like text retrieval or semantic similarity, 
         | 
| 6103 | 
            +
            what matters is the relative order of the scores instead of the absolute values, 
         | 
| 6104 | 
            +
            so this should not be an issue.
         | 
| 6105 | 
            +
             | 
| 6106 | 
             
            ## Citation
         | 
| 6107 |  | 
| 6108 | 
             
            If you find our paper or models helpful, please consider cite as follows:
         |