Update README.md

README.md

@@ -36,15 +36,15 @@ Retrieval:
 
 This is adapted and truncated (to keep only the most popular models) from [oshizo's benchmarking github repo](https://github.com/oshizo/JapaneseEmbeddingEval), please check it out for more information and give it a star as it was very useful!
 
-Italic denotes best model for its size (base/large | 768/1024), bold denotes best overall.
+Italic denotes best model for its size when a smaller model outperforms a bigger one (base/large | 768/1024), bold denotes best overall.
 
 | Model                                           | JSTS valid-v1.1 | JSICK test | MIRACL dev | Average |
 |-------------------------------------------------|-----------------|------------|------------|---------|
 | bclavie/fio-base-japanese-v0.1                  | **_0.863_**           | **_0.894_**     | 0.715        | _0.824_     |
 | cl-nagoya/sup-simcse-ja-base                    | 0.809           | 0.827      | 0.527      | 0.721   |
-| cl-nagoya/sup-simcse-ja-large                   | 0.831           | 0.831      | 0.507      | 0.723   |
+| cl-nagoya/sup-simcse-ja-large                   | _0.831_           | _0.831_      | 0.507      | 0.723   |
 | colorfulscoop/sbert-base-ja                     | 0.742           | 0.657      | 0.254      | 0.551   |
-| intfloat/multilingual-e5-base                   | 0.796           | 0.806      | **0.845**      | 0.816   |
+| intfloat/multilingual-e5-base                   | 0.796           | 0.806      | __0.845__      | 0.816   |
 | intfloat/multilingual-e5-large                  | 0.819           | 0.794      | **0.883**      | **_0.832_**   |
 | pkshatech/GLuCoSE-base-ja                       | 0.818           | 0.757      | 0.692      | 0.755   |
 | text-embedding-ada-002                          | 0.790           | 0.789      | 0.7232     | 0.768   |