diff --git a/README.md b/README.md
index 16e898e..7e410f2 100644
--- a/README.md
+++ b/README.md
@@ -85,8 +85,8 @@ Safest to use install pytorch as follows (for gpu)
 `
 
 
-### Voice Activity Detection Filtering & Diarization
-To **enable VAD filtering and Diarization**, include your Hugging Face access token that you can generate from [Here](https://huggingface.co/settings/tokens) after the `--hf_token` argument and accept the user agreement for the following models: [Segmentation](https://huggingface.co/pyannote/segmentation) , [Voice Activity Detection (VAD)](https://huggingface.co/pyannote/voice-activity-detection) , and [Speaker Diarization](https://huggingface.co/pyannote/speaker-diarization)
+### Speaker Diarization
+To **enable Speaker. Diarization**, include your Hugging Face access token that you can generate from [Here](https://huggingface.co/settings/tokens) after the `--hf_token` argument and accept the user agreement for the following models: [Segmentation](https://huggingface.co/pyannote/segmentation) , [Voice Activity Detection (VAD)](https://huggingface.co/pyannote/voice-activity-detection) , and [Speaker Diarization](https://huggingface.co/pyannote/speaker-diarization)
 
 
 <h2 align="left" id="example">Usage 💬 (command line)</h2>
@@ -255,4 +255,4 @@ as well the following works, used in each stage of the pipeline:
   year={2020},
   organization={IEEE}
 }
-```
\ No newline at end of file
+```