Update README.md

update to add new sota on bird-critic leaderboard.

Author: YifuLiuL

README.md

@@ -29,6 +29,8 @@
 # XiYan-SQL: A Multi-Generator Ensemble Framework for Text-to-SQL
 
 ## News🔥
++ `Oct. 20, 2025` 🌟 [New SOTA on BIRD-CRITIC](https://bird-critic.github.io/): XiYan-SQL-CRITIC technique has achieved a remarkable **44.53%** success rate on the BIRD-CRITIC-PG benchmark, securing the top position with SOTA performance! Additionally, it recorded an impressive **48.5%** success rate on the BIRD-CRITIC-Flash benchmark, also establishing a new SOTA performance.
+ 
 + `May. 22, 2025` 🌟 [New SOTA on BIRD-CRITIC-Flash](https://bird-critic.github.io/): XiYanSQL-CRITIC algorithm achieves a **41%** Pass Rate score on the BIRD-CRITIC-Flash benchmark, setting a new SOTA performance.
 
 + `Apr. 29, 2025` 🌟 We are excited to update our new [XiYanSQL-QwenCoder-2504](https://github.com/XGenerationLab/XiYanSQL-QwenCoder) series models. This version includes significant optimizations over the previous version, achieving new SOTA performance for single models. We welcome everyone to try it out.