diff --git a/egs/gigaspeech/ASR/README.md b/egs/gigaspeech/ASR/README.md
new file mode 100644
index 000000000..c469b6cee
--- /dev/null
+++ b/egs/gigaspeech/ASR/README.md
@@ -0,0 +1,18 @@
+# GigaSpeech
+GigaSpeech, an evolving, multi-domain English
+speech recognition corpus with 10,000 hours of high quality labeled
+audio, collected from audiobooks, podcasts
+and YouTube, covering both read and spontaneous speaking styles,
+and a variety of topics, such as arts, science, sports, etc. More details can be found: https://github.com/SpeechColab/GigaSpeech
+
+## Download
+
+Apply for the download credentials and download the dataset by following https://github.com/SpeechColab/GigaSpeech#download. Then create a symlink
+```bash
+ln -sfv /path/to/GigaSpeech download/GigaSpeech
+```
+
+## Performance Record
+| |Dev|Test|
+|---|---|---|
+|WER |11.92|11.85|
diff --git a/egs/gigaspeech/ASR/prepare.sh b/egs/gigaspeech/ASR/prepare.sh
index 10afe8379..fed6f2b15 100755
--- a/egs/gigaspeech/ASR/prepare.sh
+++ b/egs/gigaspeech/ASR/prepare.sh
@@ -81,7 +81,7 @@ if [ $stage -le 0 ] && [ $stop_stage -ge 0 ]; then
     # Check credentials.
     if [ ! -f $dl_dir/password ]; then
       echo -n "$0: Please apply for the download credentials by following"
-      echo -n "https://github.com/SpeechColab/GigaSpeech#dataset-download"
+      echo -n "https://github.com/SpeechColab/GigaSpeech#download"
       echo " and save it to $dl_dir/password."
       exit 1;
     fi