diff --git a/docs/source-doc-builder/api/added-tokens.mdx b/docs/source-doc-builder/api/added-tokens.mdx
index f5adc230..bd7a908c 100644
--- a/docs/source-doc-builder/api/added-tokens.mdx
+++ b/docs/source-doc-builder/api/added-tokens.mdx
@@ -2,7 +2,7 @@
 
 <tokenizerslangcontent>
 <python>
-## AddedToken[[tokenizers.AddedToken]]
+## AddedToken
 
 [[autodoc]] tokenizers.AddedToken
     - content
diff --git a/docs/source-doc-builder/api/decoders.mdx b/docs/source-doc-builder/api/decoders.mdx
index a3642305..44ee426d 100644
--- a/docs/source-doc-builder/api/decoders.mdx
+++ b/docs/source-doc-builder/api/decoders.mdx
@@ -2,23 +2,23 @@
 
 <tokenizerslangcontent>
 <python>
-## BPEDecoder[[tokenizers.decoders.BPEDecoder]]
+## BPEDecoder
 
 [[autodoc]] tokenizers.decoders.BPEDecoder
 
-## ByteLevel[[tokenizers.decoders.ByteLevel]]
+## ByteLevel
 
 [[autodoc]] tokenizers.decoders.ByteLevel
 
-## CTC[[tokenizers.decoders.CTC]]
+## CTC
 
 [[autodoc]] tokenizers.decoders.CTC
 
-## Metaspace[[tokenizers.decoders.Metaspace]]
+## Metaspace
 
 [[autodoc]] tokenizers.decoders.Metaspace
 
-## WordPiece[[tokenizers.decoders.WordPiece]]
+## WordPiece
 
 [[autodoc]] tokenizers.decoders.WordPiece
 </python>
diff --git a/docs/source-doc-builder/api/encoding.mdx b/docs/source-doc-builder/api/encoding.mdx
index e8ab29e8..e88f2dea 100644
--- a/docs/source-doc-builder/api/encoding.mdx
+++ b/docs/source-doc-builder/api/encoding.mdx
@@ -2,7 +2,7 @@
 
 <tokenizerslangcontent>
 <python>
-## Encoding[[tokenizers.Encoding]]
+## Encoding
 
 [[autodoc]] tokenizers.Encoding
     - all
diff --git a/docs/source-doc-builder/api/models.mdx b/docs/source-doc-builder/api/models.mdx
index d19a9199..4795848f 100644
--- a/docs/source-doc-builder/api/models.mdx
+++ b/docs/source-doc-builder/api/models.mdx
@@ -2,23 +2,23 @@
 
 <tokenizerslangcontent>
 <python>
-## BPE[[tokenizers.models.BPE]]
+## BPE
 
 [[autodoc]] tokenizers.models.BPE
 
-## Model[[tokenizers.models.Model]]
+## Model
 
 [[autodoc]] tokenizers.models.Model
 
-## Unigram[[tokenizers.models.Unigram]]
+## Unigram
 
 [[autodoc]] tokenizers.models.Unigram
 
-## WordLevel[[tokenizers.models.WordLevel]]
+## WordLevel
 
 [[autodoc]] tokenizers.models.WordLevel
 
-## WordPiece[[tokenizers.models.WordPiece]]
+## WordPiece
 
 [[autodoc]] tokenizers.models.WordPiece
 </python>
diff --git a/docs/source-doc-builder/api/normalizers.mdx b/docs/source-doc-builder/api/normalizers.mdx
index 8320911e..fc5186ac 100644
--- a/docs/source-doc-builder/api/normalizers.mdx
+++ b/docs/source-doc-builder/api/normalizers.mdx
@@ -2,55 +2,55 @@
 
 <tokenizerslangcontent>
 <python>
-## BertNormalizer[[tokenizers.normalizers.BertNormalizer]]
+## BertNormalizer
 
 [[autodoc]] tokenizers.normalizers.BertNormalizer
 
-## Lowercase[[tokenizers.normalizers.Lowercase]]
+## Lowercase
 
 [[autodoc]] tokenizers.normalizers.Lowercase
 
-## NFC[[tokenizers.normalizers.NFC]]
+## NFC
 
 [[autodoc]] tokenizers.normalizers.NFC
 
-## NFD[[tokenizers.normalizers.NFD]]
+## NFD
 
 [[autodoc]] tokenizers.normalizers.NFD
 
-## NFKC[[tokenizers.normalizers.NFKC]]
+## NFKC
 
 [[autodoc]] tokenizers.normalizers.NFKC
 
-## NFKD[[tokenizers.normalizers.NFKD]]
+## NFKD
 
 [[autodoc]] tokenizers.normalizers.NFKD
 
-## Nmt[[tokenizers.normalizers.Nmt]]
+## Nmt
 
 [[autodoc]] tokenizers.normalizers.Nmt
 
-## Normalizer[[tokenizers.normalizers.Normalizer]]
+## Normalizer
 
 [[autodoc]] tokenizers.normalizers.Normalizer
 
-## Precompiled[[tokenizers.normalizers.Precompiled]]
+## Precompiled
 
 [[autodoc]] tokenizers.normalizers.Precompiled
 
-## Replace[[tokenizers.normalizers.Replace]]
+## Replace
 
 [[autodoc]] tokenizers.normalizers.Replace
 
-## Sequence[[tokenizers.normalizers.Sequence]]
+## Sequence
 
 [[autodoc]] tokenizers.normalizers.Sequence
 
-## Strip[[tokenizers.normalizers.Strip]]
+## Strip
 
 [[autodoc]] tokenizers.normalizers.Strip
 
-## StripAccents[[tokenizers.normalizers.StripAccents]]
+## StripAccents
 
 [[autodoc]] tokenizers.normalizers.StripAccents
 </python>
diff --git a/docs/source-doc-builder/api/post-processors.mdx b/docs/source-doc-builder/api/post-processors.mdx
index e55efeff..fdaad208 100644
--- a/docs/source-doc-builder/api/post-processors.mdx
+++ b/docs/source-doc-builder/api/post-processors.mdx
@@ -2,19 +2,19 @@
 
 <tokenizerslangcontent>
 <python>
-## BertProcessing[[tokenizers.processors.BertProcessing]]
+## BertProcessing
 
 [[autodoc]] tokenizers.processors.BertProcessing
 
-## ByteLevel[[tokenizers.processors.ByteLevel]]
+## ByteLevel
 
 [[autodoc]] tokenizers.processors.ByteLevel
 
-## RobertaProcessing[[tokenizers.processors.RobertaProcessing]]
+## RobertaProcessing
 
 [[autodoc]] tokenizers.processors.RobertaProcessing
 
-## TemplateProcessing[[tokenizers.processors.TemplateProcessing]]
+## TemplateProcessing
 
 [[autodoc]] tokenizers.processors.TemplateProcessing
 </python>
diff --git a/docs/source-doc-builder/api/pre-tokenizers.mdx b/docs/source-doc-builder/api/pre-tokenizers.mdx
index 14d917f6..0f51565d 100644
--- a/docs/source-doc-builder/api/pre-tokenizers.mdx
+++ b/docs/source-doc-builder/api/pre-tokenizers.mdx
@@ -2,51 +2,51 @@
 
 <tokenizerslangcontent>
 <python>
-## BertPreTokenizer[[tokenizers.pre_tokenizers.BertPreTokenizer]]
+## BertPreTokenizer
 
 [[autodoc]] tokenizers.pre_tokenizers.BertPreTokenizer
 
-## ByteLevel[[tokenizers.pre_tokenizers.ByteLevel]]
+## ByteLevel
 
 [[autodoc]] tokenizers.pre_tokenizers.ByteLevel
 
-## CharDelimiterSplit[[tokenizers.pre_tokenizers.CharDelimiterSplit]]
+## CharDelimiterSplit
 
 [[autodoc]] tokenizers.pre_tokenizers.CharDelimiterSplit
 
-## Digits[[tokenizers.pre_tokenizers.Digits]]
+## Digits
 
 [[autodoc]] tokenizers.pre_tokenizers.Digits
 
-## Metaspace[[tokenizers.pre_tokenizers.Metaspace]]
+## Metaspace
 
 [[autodoc]] tokenizers.pre_tokenizers.Metaspace
 
-## PreTokenizer[[tokenizers.pre_tokenizers.PreTokenizer]]
+## PreTokenizer
 
 [[autodoc]] tokenizers.pre_tokenizers.PreTokenizer
 
-## Punctuation[[tokenizers.pre_tokenizers.Punctuation]]
+## Punctuation
 
 [[autodoc]] tokenizers.pre_tokenizers.Punctuation
 
-## Sequence[[tokenizers.pre_tokenizers.Sequence]]
+## Sequence
 
 [[autodoc]] tokenizers.pre_tokenizers.Sequence
 
-## Split[[tokenizers.pre_tokenizers.Split]]
+## Split
 
 [[autodoc]] tokenizers.pre_tokenizers.Split
 
-## UnicodeScripts[[tokenizers.pre_tokenizers.UnicodeScripts]]
+## UnicodeScripts
 
 [[autodoc]] tokenizers.pre_tokenizers.UnicodeScripts
 
-## Whitespace[[tokenizers.pre_tokenizers.Whitespace]]
+## Whitespace
 
 [[autodoc]] tokenizers.pre_tokenizers.Whitespace
 
-## WhitespaceSplit[[tokenizers.pre_tokenizers.WhitespaceSplit]]
+## WhitespaceSplit
 
 [[autodoc]] tokenizers.pre_tokenizers.WhitespaceSplit
 </python>
diff --git a/docs/source-doc-builder/api/tokenizer.mdx b/docs/source-doc-builder/api/tokenizer.mdx
index ab351030..841f10f9 100644
--- a/docs/source-doc-builder/api/tokenizer.mdx
+++ b/docs/source-doc-builder/api/tokenizer.mdx
@@ -2,7 +2,7 @@
 
 <tokenizerslangcontent>
 <python>
-## Tokenizer[[tokenizers.Tokenizer]]
+## Tokenizer
 
 [[autodoc]] tokenizers.Tokenizer
     - all
diff --git a/docs/source-doc-builder/api/trainers.mdx b/docs/source-doc-builder/api/trainers.mdx
index cfaa976b..0e947494 100644
--- a/docs/source-doc-builder/api/trainers.mdx
+++ b/docs/source-doc-builder/api/trainers.mdx
@@ -2,19 +2,19 @@
 
 <tokenizerslangcontent>
 <python>
-## BpeTrainer[[tokenizers.trainers.BpeTrainer]]
+## BpeTrainer
 
 [[autodoc]] tokenizers.trainers.BpeTrainer
 
-## UnigramTrainer[[tokenizers.trainers.UnigramTrainer]]
+## UnigramTrainer
 
 [[autodoc]] tokenizers.trainers.UnigramTrainer
 
-## WordLevelTrainer[[tokenizers.trainers.WordLevelTrainer]]
+## WordLevelTrainer
 
 [[autodoc]] tokenizers.trainers.WordLevelTrainer
 
-## WordPieceTrainer[[tokenizers.trainers.WordPieceTrainer]]
+## WordPieceTrainer
 
 [[autodoc]] tokenizers.trainers.WordPieceTrainer
 </python>
diff --git a/docs/source-doc-builder/api/visualizer.mdx b/docs/source-doc-builder/api/visualizer.mdx
index 5e7e4d88..0a7aca8a 100644
--- a/docs/source-doc-builder/api/visualizer.mdx
+++ b/docs/source-doc-builder/api/visualizer.mdx
@@ -2,11 +2,11 @@
 
 <tokenizerslangcontent>
 <python>
-## Annotation[[tokenizers.tools.Annotation]]
+## Annotation
 
 [[autodoc]] tokenizers.tools.Annotation
 
-## EncodingVisualizer[[tokenizers.tools.EncodingVisualizer]]
+## EncodingVisualizer
 
 [[autodoc]] tokenizers.tools.EncodingVisualizer
     -  __call__