diff --git a/docs/api-inference/tasks/automatic-speech-recognition.md b/docs/api-inference/tasks/automatic-speech-recognition.md
index d329a1715..819bbf862 100644
--- a/docs/api-inference/tasks/automatic-speech-recognition.md
+++ b/docs/api-inference/tasks/automatic-speech-recognition.md
@@ -64,7 +64,7 @@ def query(filename):
 output = query("sample1.flac")
 ```
 
-To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.automatic_speech_recognition).
+To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.automatic_speech-recognition).
 </python>
 
 <js>
diff --git a/docs/api-inference/tasks/image-text-to-text.md b/docs/api-inference/tasks/image-text-to-text.md
index 5b42d9690..ee60dd020 100644
--- a/docs/api-inference/tasks/image-text-to-text.md
+++ b/docs/api-inference/tasks/image-text-to-text.md
@@ -86,7 +86,7 @@ for chunk in stream:
     print(chunk.choices[0].delta.content, end="")
 ```
 
-To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.image_text_to_text).
+To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.image_text-to-text).
 </python>
 
 <js>
diff --git a/docs/api-inference/tasks/table-question-answering.md b/docs/api-inference/tasks/table-question-answering.md
index ef1757e67..a460c6177 100644
--- a/docs/api-inference/tasks/table-question-answering.md
+++ b/docs/api-inference/tasks/table-question-answering.md
@@ -71,7 +71,7 @@ output = query({
 })
 ```
 
-To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.table_question_answering).
+To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.table_question-answering).
 </python>
 
 <js>
diff --git a/docs/api-inference/tasks/text-to-image.md b/docs/api-inference/tasks/text-to-image.md
index dfb49410f..6e01b9b43 100644
--- a/docs/api-inference/tasks/text-to-image.md
+++ b/docs/api-inference/tasks/text-to-image.md
@@ -74,7 +74,7 @@ from PIL import Image
 image = Image.open(io.BytesIO(image_bytes))
 ```
 
-To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.text_to_image).
+To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.text_to-image).
 </python>
 
 <js>
diff --git a/docs/api-inference/tasks/zero-shot-classification.md b/docs/api-inference/tasks/zero-shot-classification.md
index a10b80f81..f7e50572f 100644
--- a/docs/api-inference/tasks/zero-shot-classification.md
+++ b/docs/api-inference/tasks/zero-shot-classification.md
@@ -61,7 +61,7 @@ output = query({
 })
 ```
 
-To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.zero_shot_classification).
+To use the Python client, see `huggingface_hub`'s [package reference](https://huggingface.co/docs/huggingface_hub/package_reference/inference_client#huggingface_hub.InferenceClient.zero_shot-classification).
 </python>
 
 <js>