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README.md

@@ -2616,7 +2616,7 @@ print(scores.tolist())
 
 ## Evaluation  
 
-`bge-en-icl` achieve **state-of-the-art performance on both MTEB and Air-Bench leaderboard!**
+`bge-en-icl` achieve **state-of-the-art performance on both MTEB and AIR-Bench leaderboard!**
 
 - **MTEB**:   
 
@@ -2654,7 +2654,7 @@ print(scores.tolist())
 |   **TRECCOVID**    |          87.2          |         87.1          |    85.88    |        87.1        |     **87.28**     |         82.26         |       85.98        |          64.27          |          78.11           |          79.08          |
 |      **Mean**      |         56.89          |         59.03         |    59.36    |       60.19        |       60.18       |         60.25         |       61.21        |          59.24          |          61.67           |        **62.16**        |
 
-- **Air-Bench**: 
+- **AIR-Bench**: 
 
 **QA (en, nDCG@10):**