diff --git a/docs/inference-providers/providers/fal-ai.md b/docs/inference-providers/providers/fal-ai.md
index f7b731824..d4dc65496 100644
--- a/docs/inference-providers/providers/fal-ai.md
+++ b/docs/inference-providers/providers/fal-ai.md
@@ -60,7 +60,7 @@ 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":"thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA","providerModelId":"fal-ai/flux-kontext-lora"} } }
 />
 
 
diff --git a/docs/inference-providers/providers/hf-inference.md b/docs/inference-providers/providers/hf-inference.md
index 1aad72969..9e99ce247 100644
--- a/docs/inference-providers/providers/hf-inference.md
+++ b/docs/inference-providers/providers/hf-inference.md
@@ -183,7 +183,7 @@ Find out more about Token Classification [here](../tasks/token_classification).
 
 <InferenceSnippet
     pipeline=token-classification
-    providersMapping={ {"hf-inference":{"modelId":"dslim/bert-base-NER","providerModelId":"dslim/bert-base-NER"} } }
+    providersMapping={ {"hf-inference":{"modelId":"iiiorg/piiranha-v1-detect-personal-information","providerModelId":"iiiorg/piiranha-v1-detect-personal-information"} } }
 />
 
 
@@ -203,6 +203,6 @@ Find out more about Zero Shot Classification [here](../tasks/zero_shot_classific
 
 <InferenceSnippet
     pipeline=zero-shot-classification
-    providersMapping={ {"hf-inference":{"modelId":"knowledgator/comprehend_it-base","providerModelId":"knowledgator/comprehend_it-base"} } }
+    providersMapping={ {"hf-inference":{"modelId":"facebook/bart-large-mnli","providerModelId":"facebook/bart-large-mnli"} } }
 />
 
diff --git a/docs/inference-providers/providers/replicate.md b/docs/inference-providers/providers/replicate.md
index a53f94ce9..fcb5f4336 100644
--- a/docs/inference-providers/providers/replicate.md
+++ b/docs/inference-providers/providers/replicate.md
@@ -50,7 +50,7 @@ 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/fill-mask.md b/docs/inference-providers/tasks/fill-mask.md
index 33344e16b..d527ce0df 100644
--- a/docs/inference-providers/tasks/fill-mask.md
+++ b/docs/inference-providers/tasks/fill-mask.md
@@ -24,6 +24,7 @@ For more details about the `fill-mask` task, check out its [dedicated page](http
 
 ### Recommended models
 
+- [FacebookAI/xlm-roberta-base](https://huggingface.co/FacebookAI/xlm-roberta-base): A multilingual model trained on 100 languages.
 
 Explore all available models and find the one that suits you best [here](https://huggingface.co/models?inference=warm&pipeline_tag=fill-mask&sort=trending).
 
diff --git a/docs/inference-providers/tasks/image-segmentation.md b/docs/inference-providers/tasks/image-segmentation.md
index 1ceca0e68..ccfb87fe6 100644
--- a/docs/inference-providers/tasks/image-segmentation.md
+++ b/docs/inference-providers/tasks/image-segmentation.md
@@ -24,7 +24,6 @@ For more details about the `image-segmentation` task, check out its [dedicated p
 
 ### Recommended models
 
-- [facebook/mask2former-swin-large-coco-panoptic](https://huggingface.co/facebook/mask2former-swin-large-coco-panoptic): Panoptic segmentation model trained on the COCO (common objects) dataset.
 
 Explore all available models and find the one that suits you best [here](https://huggingface.co/models?inference=warm&pipeline_tag=image-segmentation&sort=trending).
 
diff --git a/docs/inference-providers/tasks/image-to-image.md b/docs/inference-providers/tasks/image-to-image.md
index 23f84dcac..e8cfa85cf 100644
--- a/docs/inference-providers/tasks/image-to-image.md
+++ b/docs/inference-providers/tasks/image-to-image.md
@@ -39,7 +39,7 @@ 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"}} }
+    providersMapping={ {"fal-ai":{"modelId":"thedeoxen/FLUX.1-Kontext-dev-reference-depth-fusion-LORA","providerModelId":"fal-ai/flux-kontext-lora"},"replicate":{"modelId":"black-forest-labs/FLUX.1-Kontext-dev","providerModelId":"black-forest-labs/flux-kontext-dev"}} }
 />
 
 
diff --git a/docs/inference-providers/tasks/token-classification.md b/docs/inference-providers/tasks/token-classification.md
index 2ab0b8a7f..dc5df09f2 100644
--- a/docs/inference-providers/tasks/token-classification.md
+++ b/docs/inference-providers/tasks/token-classification.md
@@ -26,6 +26,7 @@ For more details about the `token-classification` task, check out its [dedicated
 
 - [dslim/bert-base-NER](https://huggingface.co/dslim/bert-base-NER): A robust performance model to identify people, locations, organizations and names of miscellaneous entities.
 - [FacebookAI/xlm-roberta-large-finetuned-conll03-english](https://huggingface.co/FacebookAI/xlm-roberta-large-finetuned-conll03-english): A strong model to identify people, locations, organizations and names in multiple languages.
+- [blaze999/Medical-NER](https://huggingface.co/blaze999/Medical-NER): A token classification model specialized on medical entity recognition.
 
 Explore all available models and find the one that suits you best [here](https://huggingface.co/models?inference=warm&pipeline_tag=token-classification&sort=trending).
 
@@ -34,7 +35,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=token-classification
-    providersMapping={ {"hf-inference":{"modelId":"dslim/bert-base-NER","providerModelId":"dslim/bert-base-NER"}} }
+    providersMapping={ {"hf-inference":{"modelId":"iiiorg/piiranha-v1-detect-personal-information","providerModelId":"iiiorg/piiranha-v1-detect-personal-information"}} }
 />
 
 
diff --git a/docs/inference-providers/tasks/zero-shot-classification.md b/docs/inference-providers/tasks/zero-shot-classification.md
index 87fcf23e2..1c57edfb9 100644
--- a/docs/inference-providers/tasks/zero-shot-classification.md
+++ b/docs/inference-providers/tasks/zero-shot-classification.md
@@ -24,6 +24,7 @@ For more details about the `zero-shot-classification` task, check out its [dedic
 
 ### Recommended models
 
+- [facebook/bart-large-mnli](https://huggingface.co/facebook/bart-large-mnli): Powerful zero-shot text classification model.
 
 Explore all available models and find the one that suits you best [here](https://huggingface.co/models?inference=warm&pipeline_tag=zero-shot-classification&sort=trending).
 
@@ -32,7 +33,7 @@ Explore all available models and find the one that suits you best [here](https:/
 
 <InferenceSnippet
     pipeline=zero-shot-classification
-    providersMapping={ {"hf-inference":{"modelId":"knowledgator/comprehend_it-base","providerModelId":"knowledgator/comprehend_it-base"}} }
+    providersMapping={ {"hf-inference":{"modelId":"facebook/bart-large-mnli","providerModelId":"facebook/bart-large-mnli"}} }
 />
 
 
diff --git a/scripts/inference-providers/package.json b/scripts/inference-providers/package.json
index 23656ab28..f3685ad0b 100644
--- a/scripts/inference-providers/package.json
+++ b/scripts/inference-providers/package.json
@@ -15,7 +15,7 @@
   "license": "ISC",
   "dependencies": {
     "@huggingface/inference": "^4.7.1",
-    "@huggingface/tasks": "^0.19.43",
+    "@huggingface/tasks": "^0.19.44",
     "@types/node": "^22.5.0",
     "handlebars": "^4.7.8",
     "node": "^20.17.0",
diff --git a/scripts/inference-providers/pnpm-lock.yaml b/scripts/inference-providers/pnpm-lock.yaml
index bec99cb29..099e03ada 100644
--- a/scripts/inference-providers/pnpm-lock.yaml
+++ b/scripts/inference-providers/pnpm-lock.yaml
@@ -12,8 +12,8 @@ importers:
         specifier: ^4.7.1
         version: 4.7.1
       '@huggingface/tasks':
-        specifier: ^0.19.43
-        version: 0.19.43
+        specifier: ^0.19.44
+        version: 0.19.44
       '@types/node':
         specifier: ^22.5.0
         version: 22.5.0
@@ -197,8 +197,8 @@ packages:
     resolution: {integrity: sha512-yUZLld4lrM9iFxHCwFQ7D1HW2MWMwSbeB7WzWqFYDWK+rEb+WldkLdAJxUPOmgICMHZLzZGVcVjFh3w/YGubng==}
     engines: {node: '>=18'}
 
-  '@huggingface/tasks@0.19.43':
-    resolution: {integrity: sha512-ANO23K3ugclBl6VLwdt+7MxBkRkKEE17USUSqprHb29UB5ISigH+0AJcEuDA064uzn0hqYrG/nOcv1yARRt8bw==}
+  '@huggingface/tasks@0.19.44':
+    resolution: {integrity: sha512-UKBsLrpTnQ0zNtOPKpqi1NKjdNXTVmLV3y9lUd8iOHRYyGflvlpFAEffD6+JH7K6piOOWfX7DL8eotfSUnYWiA==}
 
   '@jridgewell/resolve-uri@3.1.2':
     resolution: {integrity: sha512-bRISgCIjP20/tbWSPWMEi54QVPRZExkuD9lJL+UIxUKtwVJA8wW1Trb1jMs1RFXo1CBTNZ/5hpC9QvmKWdopKw==}
@@ -418,11 +418,11 @@ snapshots:
   '@huggingface/inference@4.7.1':
     dependencies:
       '@huggingface/jinja': 0.5.1
-      '@huggingface/tasks': 0.19.43
+      '@huggingface/tasks': 0.19.44
 
   '@huggingface/jinja@0.5.1': {}
 
-  '@huggingface/tasks@0.19.43': {}
+  '@huggingface/tasks@0.19.44': {}
 
   '@jridgewell/resolve-uri@3.1.2': {}