Update README.md

README.md

@@ -30,6 +30,11 @@ license: apache-2.0
 
 This model is a general Japanese text embedding model, excelling in retrieval tasks. It can run on CPU and is designed to measure semantic similarity between sentences, as well as to function as a retrieval system for searching passages based on queries.
 
+Key features:
+- Specialized for retrieval tasks, it demonstrates the highest performance among similar size  models in MIRACL and other tasks .
+- Optimized for Japanese text processing
+- Can run on CPU
+
 During inference, the prefix "query: " or "passage: " is required. Please check the Usage section for details.
 
 ## Model Description
@@ -179,9 +184,6 @@ Evaluated with [MIRACL-ja](https://huggingface.co/datasets/miracl/miracl), [JQAR
 
 | Model | Size | MIRACL<br>Recall@5 | JQaRA<br>nDCG@10 | JaCWIR<br>MAP@10 | MLDR<br>nDCG@10 |
 | :---: | :---: | :---: | :---: | :---: | :---: |
-| OpenAI/text-embedding-3-small | - | processing... | 38.8 | 81.6 | processing... |
-| OpenAI/text-embedding-3-large | - | processing... | processing... | processing... | processing... |
-|  |  |  |  |  |  |
 | [intfloat/multilingual-e5-large](https://huggingface.co/intfloat/multilingual-e5-large) | 0.6B | 89.2 | 55.4 | **87.6** | 29.8 |
 | [cl-nagoya/ruri-large](https://huggingface.co/cl-nagoya/ruri-large) | 0.3B | 78.7 | 62.4 | 85.0 | **37.5** |
 |  |  |  |  |  |  |