diff --git a/configs/inpainting/deepfillv1/README.md b/configs/inpainting/deepfillv1/README.md
index 4af7514580..5809286a05 100644
--- a/configs/inpainting/deepfillv1/README.md
+++ b/configs/inpainting/deepfillv1/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{yu2018generative,
diff --git a/configs/inpainting/deepfillv2/README.md b/configs/inpainting/deepfillv2/README.md
index 416694d536..f1fe56a446 100644
--- a/configs/inpainting/deepfillv2/README.md
+++ b/configs/inpainting/deepfillv2/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{yu2019free,
diff --git a/configs/inpainting/global_local/README.md b/configs/inpainting/global_local/README.md
index 1fc32e8f96..095264183c 100644
--- a/configs/inpainting/global_local/README.md
+++ b/configs/inpainting/global_local/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @article{iizuka2017globally,
diff --git a/configs/inpainting/partial_conv/README.md b/configs/inpainting/partial_conv/README.md
index e65cecd417..fafde2fb3a 100644
--- a/configs/inpainting/partial_conv/README.md
+++ b/configs/inpainting/partial_conv/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{liu2018image,
diff --git a/configs/mattors/dim/README.md b/configs/mattors/dim/README.md
index 08238d45b8..e703c06f36 100644
--- a/configs/mattors/dim/README.md
+++ b/configs/mattors/dim/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{xu2017deep,
diff --git a/configs/mattors/gca/README.md b/configs/mattors/gca/README.md
index bf3021ab5d..db01369d0b 100644
--- a/configs/mattors/gca/README.md
+++ b/configs/mattors/gca/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{li2020natural,
diff --git a/configs/mattors/indexnet/README.md b/configs/mattors/indexnet/README.md
index c699bf8d11..dd07500768 100644
--- a/configs/mattors/indexnet/README.md
+++ b/configs/mattors/indexnet/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{hao2019indexnet,
diff --git a/configs/restorers/basicvsr/README.md b/configs/restorers/basicvsr/README.md
index b7c5182a69..c56bb53c4a 100644
--- a/configs/restorers/basicvsr/README.md
+++ b/configs/restorers/basicvsr/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @InProceedings{chan2021basicvsr,
diff --git a/configs/restorers/edsr/README.md b/configs/restorers/edsr/README.md
index 488f5ef8d9..10c5e1ceb6 100644
--- a/configs/restorers/edsr/README.md
+++ b/configs/restorers/edsr/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{lim2017enhanced,
diff --git a/configs/restorers/edvr/README.md b/configs/restorers/edvr/README.md
index 435cfc9d2c..38d561a4fd 100644
--- a/configs/restorers/edvr/README.md
+++ b/configs/restorers/edvr/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @InProceedings{wang2019edvr,
diff --git a/configs/restorers/esrgan/README.md b/configs/restorers/esrgan/README.md
index 619b19b9de..e6b0fc589b 100644
--- a/configs/restorers/esrgan/README.md
+++ b/configs/restorers/esrgan/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{wang2018esrgan,
diff --git a/configs/restorers/iconvsr/README.md b/configs/restorers/iconvsr/README.md
index e7d255dd14..1614f64803 100644
--- a/configs/restorers/iconvsr/README.md
+++ b/configs/restorers/iconvsr/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```
 @InProceedings{chan2021basicvsr,
diff --git a/configs/restorers/liif/README.md b/configs/restorers/liif/README.md
index 318d0aab8f..68041848dd 100644
--- a/configs/restorers/liif/README.md
+++ b/configs/restorers/liif/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @article{chen2020learning,
diff --git a/configs/restorers/srcnn/README.md b/configs/restorers/srcnn/README.md
index dc5a688520..9f6b264896 100644
--- a/configs/restorers/srcnn/README.md
+++ b/configs/restorers/srcnn/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @article{dong2015image,
diff --git a/configs/restorers/srresnet_srgan/README.md b/configs/restorers/srresnet_srgan/README.md
index 2a0c04605a..47c8b9e961 100644
--- a/configs/restorers/srresnet_srgan/README.md
+++ b/configs/restorers/srresnet_srgan/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{ledig2016photo,
diff --git a/configs/restorers/tof/README.md b/configs/restorers/tof/README.md
index 26ca5cf730..38a8934e44 100644
--- a/configs/restorers/tof/README.md
+++ b/configs/restorers/tof/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @article{xue2019video,
diff --git a/configs/synthesizers/cyclegan/README.md b/configs/synthesizers/cyclegan/README.md
index ff0eeb2746..9965b8eb9e 100644
--- a/configs/synthesizers/cyclegan/README.md
+++ b/configs/synthesizers/cyclegan/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{zhu2017unpaired,
diff --git a/configs/synthesizers/pix2pix/README.md b/configs/synthesizers/pix2pix/README.md
index 36b0b5734e..885bf5aa12 100644
--- a/configs/synthesizers/pix2pix/README.md
+++ b/configs/synthesizers/pix2pix/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[ALGORITHM]
+<!-- [ALGORITHM] -->
 
 ```bibtex
 @inproceedings{isola2017image,
diff --git a/docs/stat.py b/docs/stat.py
index ab812f9e1f..9ca3351345 100755
--- a/docs/stat.py
+++ b/docs/stat.py
@@ -31,7 +31,8 @@ def anchor(name):
     papers = set(
         (papertype, titlecase.titlecase(paper.lower().strip()))
         for (papertype, paper) in re.findall(
-            r'\[([A-Z]*?)\]\s*\n.*?\btitle\s*=\s*{(.*?)}', content, re.DOTALL))
+            r'<!--\s*\[([A-Z]*?)\]\s*-->\s*\n.*?\btitle\s*=\s*{(.*?)}',
+            content, re.DOTALL))
     # paper links
     revcontent = '\n'.join(list(reversed(content.splitlines())))
     paperlinks = {}
@@ -112,7 +113,8 @@ def anchor(name):
     papers = set(
         (papertype, titlecase.titlecase(paper.lower().strip()))
         for (papertype, paper) in re.findall(
-            r'\[([A-Z]*?)\]\s*\n.*?\btitle\s*=\s*{(.*?)}', content, re.DOTALL))
+            r'<!--\s*\[([A-Z]*?)\]\s*-->\s*\n.*?\btitle\s*=\s*{(.*?)}',
+            content, re.DOTALL))
     # paper links
     revcontent = '\n'.join(list(reversed(content.splitlines())))
     paperlinks = {}
diff --git a/tools/data/generation/paired-pix2pix/README.md b/tools/data/generation/paired-pix2pix/README.md
index e8b11b101f..534c1c3ac7 100644
--- a/tools/data/generation/paired-pix2pix/README.md
+++ b/tools/data/generation/paired-pix2pix/README.md
@@ -1,6 +1,6 @@
 # Preparing Paired Dataset for Pix2pix
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```bibtex
 @inproceedings{isola2017image,
diff --git a/tools/data/generation/unpaired-cyclegan/README.md b/tools/data/generation/unpaired-cyclegan/README.md
index b802fa680c..9f91be2e65 100644
--- a/tools/data/generation/unpaired-cyclegan/README.md
+++ b/tools/data/generation/unpaired-cyclegan/README.md
@@ -1,6 +1,6 @@
 # Preparing Unpaired Dataset for CycleGAN
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```bibtex
 @inproceedings{zhu2017unpaired,
diff --git a/tools/data/inpainting/celeba-hq/README.md b/tools/data/inpainting/celeba-hq/README.md
index fd018da468..1a5eb05d44 100644
--- a/tools/data/inpainting/celeba-hq/README.md
+++ b/tools/data/inpainting/celeba-hq/README.md
@@ -1,6 +1,6 @@
 # Preparing CelebA-HQ Dataset
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```bibtex
 @article{karras2017progressive,
diff --git a/tools/data/inpainting/paris-street-view/README.md b/tools/data/inpainting/paris-street-view/README.md
index 27010f7521..a3320eaf66 100644
--- a/tools/data/inpainting/paris-street-view/README.md
+++ b/tools/data/inpainting/paris-street-view/README.md
@@ -1,6 +1,6 @@
 # Preparing Paris Street View Dataset
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```bibtex
 @inproceedings{pathak2016context,
diff --git a/tools/data/inpainting/places365/README.md b/tools/data/inpainting/places365/README.md
index 84419c2178..4ea6278e1b 100644
--- a/tools/data/inpainting/places365/README.md
+++ b/tools/data/inpainting/places365/README.md
@@ -1,6 +1,6 @@
 # Preparing Places365 Dataset
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```bibtex
  @article{zhou2017places,
diff --git a/tools/data/matting/comp1k/README.md b/tools/data/matting/comp1k/README.md
index 2713eb8503..97e48f3d6f 100644
--- a/tools/data/matting/comp1k/README.md
+++ b/tools/data/matting/comp1k/README.md
@@ -2,7 +2,7 @@
 
 ## Introduction
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```bibtex
 @inproceedings{xu2017deep,
diff --git a/tools/data/super-resolution/div2k/README.md b/tools/data/super-resolution/div2k/README.md
index ba8b789722..6b01d737a4 100644
--- a/tools/data/super-resolution/div2k/README.md
+++ b/tools/data/super-resolution/div2k/README.md
@@ -1,6 +1,6 @@
 # Preparing DIV2K Dataset
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```bibtex
 @InProceedings{Agustsson_2017_CVPR_Workshops,
diff --git a/tools/data/super-resolution/reds/README.md b/tools/data/super-resolution/reds/README.md
index 362a3ce060..bf2bfb9732 100644
--- a/tools/data/super-resolution/reds/README.md
+++ b/tools/data/super-resolution/reds/README.md
@@ -1,6 +1,6 @@
 # Preparing REDS Dataset
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```bibtex
 @InProceedings{Nah_2019_CVPR_Workshops_REDS,
diff --git a/tools/data/super-resolution/vimeo90k/README.md b/tools/data/super-resolution/vimeo90k/README.md
index cd6f679043..677a4de44d 100644
--- a/tools/data/super-resolution/vimeo90k/README.md
+++ b/tools/data/super-resolution/vimeo90k/README.md
@@ -1,6 +1,6 @@
 # Preparing Vimeo90K Dataset
 
-[DATASET]
+<!-- [DATASET] -->
 
 ```bibtex
 @article{xue2019video,