Update README.md

README.md

@@ -6,8 +6,9 @@ By [Kunchang Li](https://scholar.google.com/citations?user=D4tLSbsAAAAJ), [Yali
 
 ## Update
 
+- :star_struck: **2023/11/06**: Glad to see that **UMTScore’s ranking of video-text alignment is most consistent with humans**. Check [FETV](https://github.com/llyx97/FETV).
 - 🥇: **2023/10/01**: **Get Champion with unmasked teacher on [Perception Test Challenge](https://ptchallenge-workshop.github.io/), ICCV 2023.** Check our [solutions](https://github.com/OpenGVLab/perception_test_iccv2023).
-- :warning: **2023/09/25**: **Bug for MSVD retrieval.** Check it [here](./multi_modality/README#warning).
+- :warning: **2023/09/25**: **Bug for MSVD retrieval.** Check https://github.com/OpenGVLab/unmasked_teacher/issues/12. Results have been updated.
 - :rocket: **2023/09/20**: **Fix bug in UMT pretraining.** Add autocast for teacher forward, which can halve the pretraining time.
 - :fire: **2023/07/19**: **All the code and models are released.**
   - [single_modality](./single_modality/): Single-modality pretraining and finetuning.