diff --git a/docs/inference-providers/providers/fal-ai.md b/docs/inference-providers/providers/fal-ai.md
index 7809e16a3..421548434 100644
--- a/docs/inference-providers/providers/fal-ai.md
+++ b/docs/inference-providers/providers/fal-ai.md
@@ -67,7 +67,7 @@ Find out more about Image To Image [here](../tasks/image-to-image).
 
 <InferenceSnippet
     pipeline=image-to-image
-    providersMapping={ {"fal-ai":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"fal-ai/qwen-image-edit"} } }
+    providersMapping={ {"fal-ai":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"fal-ai/flux-2/edit"} } }
 />
 
 
diff --git a/docs/inference-providers/providers/hf-inference.md b/docs/inference-providers/providers/hf-inference.md
index 300937730..b373192f7 100644
--- a/docs/inference-providers/providers/hf-inference.md
+++ b/docs/inference-providers/providers/hf-inference.md
@@ -140,7 +140,7 @@ Find out more about Table Question Answering [here](../tasks/table-question-answ
 
 <InferenceSnippet
     pipeline=table-question-answering
-    providersMapping={ {"hf-inference":{"modelId":"google/tapas-large-finetuned-wtq","providerModelId":"google/tapas-large-finetuned-wtq"} } }
+    providersMapping={ {"hf-inference":{"modelId":"google/tapas-base-finetuned-wtq","providerModelId":"google/tapas-base-finetuned-wtq"} } }
 />
 
 
diff --git a/docs/inference-providers/providers/replicate.md b/docs/inference-providers/providers/replicate.md
index 3bff9c2ce..4bf852e65 100644
--- a/docs/inference-providers/providers/replicate.md
+++ b/docs/inference-providers/providers/replicate.md
@@ -57,7 +57,7 @@ Find out more about Image To Image [here](../tasks/image-to-image).
 
 <InferenceSnippet
     pipeline=image-to-image
-    providersMapping={ {"replicate":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"qwen/qwen-image-edit"} } }
+    providersMapping={ {"replicate":{"modelId":"black-forest-labs/FLUX.1-Kontext-dev","providerModelId":"black-forest-labs/flux-kontext-dev"} } }
 />
 
 
diff --git a/docs/inference-providers/tasks/image-to-image.md b/docs/inference-providers/tasks/image-to-image.md
index c80c9c3e5..0b2740be8 100644
--- a/docs/inference-providers/tasks/image-to-image.md
+++ b/docs/inference-providers/tasks/image-to-image.md
@@ -37,7 +37,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=image-to-image
-    providersMapping={ {"fal-ai":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"fal-ai/qwen-image-edit"},"replicate":{"modelId":"Qwen/Qwen-Image-Edit","providerModelId":"qwen/qwen-image-edit"},"wavespeed":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"wavespeed-ai/flux-2-dev/edit"}} }
+    providersMapping={ {"fal-ai":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"fal-ai/flux-2/edit"},"replicate":{"modelId":"black-forest-labs/FLUX.1-Kontext-dev","providerModelId":"black-forest-labs/flux-kontext-dev"},"wavespeed":{"modelId":"black-forest-labs/FLUX.2-dev","providerModelId":"wavespeed-ai/flux-2-dev/edit"}} }
 />
 
 
diff --git a/docs/inference-providers/tasks/table-question-answering.md b/docs/inference-providers/tasks/table-question-answering.md
index 18d87c338..42d9d8767 100644
--- a/docs/inference-providers/tasks/table-question-answering.md
+++ b/docs/inference-providers/tasks/table-question-answering.md
@@ -31,7 +31,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=table-question-answering
-    providersMapping={ {"hf-inference":{"modelId":"google/tapas-large-finetuned-wtq","providerModelId":"google/tapas-large-finetuned-wtq"}} }
+    providersMapping={ {"hf-inference":{"modelId":"google/tapas-base-finetuned-wtq","providerModelId":"google/tapas-base-finetuned-wtq"}} }
 />