Update README.md

README.md

@@ -270,7 +270,7 @@ embeddings = model.encode(['How is the weather today?'], task_type='retrieval.qu
 ## Performance
 
 ### English MTEB
-| Model                          | Average | CF   | CL   | PC   | RR   | RT   | STS  | SM   |
+| Model                          | Average | Classification   | Clustering   | Pair Classification   | Reranking   | Retrieval   | STS  | Summarization   |
 |:------------------------------:|:-------:|:----:|:----:|:----:|:----:|:----:|:----:|:----:|
 | jina-embeddings-v2-en          | 58.12   | 68.82| 40.08| 84.44| 55.09| 45.64| 80.00| 30.56|
 | jina-embeddings-v3             | **65.60**   | **82.58**| 45.27| 84.01| 58.13| 53.87| **85.8** | 30.98|
@@ -280,22 +280,13 @@ embeddings = model.encode(['How is the weather today?'], task_type='retrieval.qu
 
 ### Multilingual MTEB
 
-| Model                          | Average | CF   | CL   | PC   | RR   | RT   | STS  | SM   |
+| Model                          | Average | Classification   | Clustering   | Pair Classification   | Reranking   | Retrieval   | STS  | Summarization   |
 |:------------------------------:|:-------:|:----:|:----:|:----:|:----:|:----:|:----:|:----:|
-| jina-embeddings-v2*            | 60.54   | 65.69| 39.36| **82.95**| 66.57| 58.24| 66.6 | -    |
+| jina-embeddings-v2            | 60.54   | 65.69| 39.36| **82.95**| 66.57| 58.24| 66.6 | -    |
 | jina-embeddings-v3             | **64.44**   | **71.46**| 46.71| 76.91| 63.98| 57.98| **69.83**| -    |
 | multilingual-e5-large          | 59.58   | 65.22| 42.12| 76.95| 63.4 | 52.37| 64.65| -    |
 | multilingual-e5-large-instruct | 64.25   | 67.45| **52.12**| 77.79| **69.02**| **58.38**| 68.77| -    |
 
-**Notes:**
-- CF: Classification Accuracy
-- CL: Clustering V measure
-- PC: Pair Classification Average Precision
-- RR: Reranking MAP
-- RT: Retrieval nDCG@10
-- STS: Sentence Similarity Spearman Correlation
-- SM: Summarization Spearman Correlation
-- `*`: Jina Embeddings v2 bilingual model suite, only evaluated on Chinese, Spanish and German tasks.
 
 ### Long Context Tasks (LongEmbed)
 
@@ -317,6 +308,7 @@ embeddings = model.encode(['How is the weather today?'], task_type='retrieval.qu
 | Retrieval     | 52.54| 58.54| 61.64| 62.72| 63.16| 63.30| 63.35|
 | STS           | 76.35| 77.03| 77.43| 77.56| 77.59| 77.59| 77.58|
 
+For a comprehensive evaluation and detailed metrics, please refer to the full paper available here (coming soon).
 
 ## Contact