diff --git a/captioning/README.md b/captioning/README.md
index 5645aea..3792971 100755
--- a/captioning/README.md
+++ b/captioning/README.md
@@ -1,5 +1,7 @@
 # 🐼 Panda-70M: Video Captioning
 
+**[Note] To use our captioning code, please make sure you follow [this guideline](https://github.com/lm-sys/FastChat/blob/main/docs/vicuna_weights_version.md#how-to-apply-delta-weights-only-needed-for-weights-v0) and correctly prepare vicuna-7b-v0 weight. Basically, you need to first download the original weights and then apply delta weights. Improper weights preparation will lead to meaningless outputs.**
+
 ## Introduction
 We propose a video captioning model to generate a caption for a short video clip.
 The model includes vision (green) and textual (blue) branches to benefit video captioning by both video and text inputs.
diff --git a/dataset_dataloading/README.md b/dataset_dataloading/README.md
index e5d76b2..6858cc1 100755
--- a/dataset_dataloading/README.md
+++ b/dataset_dataloading/README.md
@@ -93,8 +93,8 @@ output-folder
 - Each data comes with 3 files: `.mp4` (video), `.txt` (caption), `.json` (meta information)
 - Meta information includes matching score (confidence score of each video-caption pair), caption, video title / description / categories / subtitles, to name but a few.
 - **[Note 1]** The dataset is unshuffled and the clips from a same long video would be stored into a shard. Please manually shuffle them if needed.
-- **[Note 2]** The videos are resized into 360 px height. You can change `download_size` in the [config](./video2dataset/video2dataset/configs/panda_70M.yaml) file to get different video resolutions.
-- **[Note 3]** The videos are downloaded with audio by default. You can change `download_audio` in the [config](./video2dataset/video2dataset/configs/panda_70M.yaml) file to turn off the audio and increase download speed.
+- **[Note 2]** The videos are resized into 360 px height. You can change `download_size` in the [config](./video2dataset/video2dataset/configs/panda70m.yaml) file to get different video resolutions.
+- **[Note 3]** The videos are downloaded with audio by default. You can change `download_audio` in the [config](./video2dataset/video2dataset/configs/panda70m.yaml) file to turn off the audio and increase download speed.
 
 ## Acknowledgements
 The code for data downloading is built upon [video2dataset](https://github.com/iejMac/video2dataset).