Update README.md

README.md

@@ -64,15 +64,12 @@ print(cos_sim(text_embeddings[0], image_embeddings[0])) # text-image cross-modal
 
 ### Text-Image Retrieval
 
-#### Flickr
-
 | Name             | Flickr Image Retr. R@1 | Flickr Image Retr. R@5 | Flickr Text Retr. R@1 | Flickr Text Retr. R@5 |
 |------------------|-------------------------|-------------------------|-----------------------|-----------------------|
 | ViT-B-32         | 0.597                   | 0.8398                  | 0.781                 | 0.938                 |
 | ViT-B-16         | 0.6216                  | 0.8572                  | 0.822                 | 0.966                 |
 | jina-clip        | 0.6748                  | 0.8902                  | 0.811                 | 0.965                 |
 
-#### MSCOCO
 
 | Name             | MSCOCO Image Retr. R@1  | MSCOCO Image Retr. R@5 | MSCOCO Text Retr. R@1 | MSCOCO Text Retr. R@5 |
 |------------------|-------------------------|-------------------------|-----------------------|-----------------------|
@@ -82,14 +79,11 @@ print(cos_sim(text_embeddings[0], image_embeddings[0])) # text-image cross-modal
 
 ### Text-Text Retrieval
 
-#### STS
-
 | Name                  | STS12  | STS15  | STS17  | STS13  | STS14  | STS16  | STS22  | STSBenchmark | SummEval |
 |-----------------------|--------|--------|--------|--------|--------|--------|--------|--------------|----------|
 | jina-embeddings-v2    | 0.7427 | 0.8755 | 0.8888 | 0.833  | 0.7917 | 0.836  | 0.6346 | 0.8404       | 0.3056   |
 | jina-clip             | 0.7352 | 0.8746 | 0.8976 | 0.8323 | 0.7868 | 0.8377 | 0.6583 | 0.8493       | 0.3048   |
 
-#### BEIR
 
 | Name               | ArguAna | FiQA2018 | NFCorpus | Quora | SCIDOCS | SciFact | TRECCOVID |
 |--------------------|---------|----------|----------|-------|---------|---------|-----------|