diff --git a/README.md b/README.md
index 3904397..3615341 100644
--- a/README.md
+++ b/README.md
@@ -38,14 +38,14 @@ Video Foundation Models (VFMs) have received limited exploration due to high com
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/video-retrieval-on-didemo)](https://paperswithcode.com/sota/video-retrieval-on-didemo?p=unmasked-teacher-towards-training-efficient)
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/video-retrieval-on-lsmdc)](https://paperswithcode.com/sota/video-retrieval-on-lsmdc?p=unmasked-teacher-towards-training-efficient)
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/video-retrieval-on-msr-vtt)](https://paperswithcode.com/sota/video-retrieval-on-msr-vtt?p=unmasked-teacher-towards-training-efficient)
-[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/video-retrieval-on-msvd)](https://paperswithcode.com/sota/video-retrieval-on-msvd?p=unmasked-teacher-towards-training-efficient)
+<!-- [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/video-retrieval-on-msvd)](https://paperswithcode.com/sota/video-retrieval-on-msvd?p=unmasked-teacher-towards-training-efficient) -->
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/video-retrieval-on-ssv2-label-retrieval)](https://paperswithcode.com/sota/video-retrieval-on-ssv2-label-retrieval?p=unmasked-teacher-towards-training-efficient)
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/video-retrieval-on-ssv2-template-retrieval)](https://paperswithcode.com/sota/video-retrieval-on-ssv2-template-retrieval?p=unmasked-teacher-towards-training-efficient)
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/zero-shot-video-retrieval-on-activitynet)](https://paperswithcode.com/sota/zero-shot-video-retrieval-on-activitynet?p=unmasked-teacher-towards-training-efficient)
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/zero-shot-video-retrieval-on-didemo)](https://paperswithcode.com/sota/zero-shot-video-retrieval-on-didemo?p=unmasked-teacher-towards-training-efficient)
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/zero-shot-video-retrieval-on-lsmdc)](https://paperswithcode.com/sota/zero-shot-video-retrieval-on-lsmdc?p=unmasked-teacher-towards-training-efficient)
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/zero-shot-video-retrieval-on-msr-vtt)](https://paperswithcode.com/sota/zero-shot-video-retrieval-on-msr-vtt?p=unmasked-teacher-towards-training-efficient)
-[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/zero-shot-video-retrieval-on-msvd)](https://paperswithcode.com/sota/zero-shot-video-retrieval-on-msvd?p=unmasked-teacher-towards-training-efficient)
+<!-- [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/zero-shot-video-retrieval-on-msvd)](https://paperswithcode.com/sota/zero-shot-video-retrieval-on-msvd?p=unmasked-teacher-towards-training-efficient) -->
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/video-question-answering-on-activitynet-qa)](https://paperswithcode.com/sota/video-question-answering-on-activitynet-qa?p=unmasked-teacher-towards-training-efficient)
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/visual-question-answering-on-msrvtt-qa-1)](https://paperswithcode.com/sota/visual-question-answering-on-msrvtt-qa-1?p=unmasked-teacher-towards-training-efficient)
 [![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/unmasked-teacher-towards-training-efficient/visual-question-answering-on-msvd-qa-1)](https://paperswithcode.com/sota/visual-question-answering-on-msvd-qa-1?p=unmasked-teacher-towards-training-efficient)