fix

Author: santiagxf

articles/ai-foundry/model-inference/concepts/models.md

@@ -70,12 +70,12 @@ The Cohere family of models includes various models optimized for different use
 
 | Model  | Type | Tier | Capabilities |
 | ------ | ---- | --- | ------------ |
-| [Cohere-embed-v3-english](https://ai.azure.com/explore/models/Cohere-embed-v3-english/version/1/registry/azureml-cohere) | embeddings <br /> image-embeddings | Global standard | - **Input:** text (512 tokens) <br /> - **Output:** Vector (1,024 dim.) <br /> - **Languages:** en |
-| [Cohere-embed-v3-multilingual](https://ai.azure.com/explore/models/Cohere-embed-v3-multilingual/version/1/registry/azureml-cohere) | embeddings <br /> image-embeddings | Global standard | - **Input:** text (512 tokens) <br /> - **Output:** Vector (1,024 dim.) <br /> - **Languages:** en, fr, es, it, de, pt-br, ja, ko, zh-cn, and ar |
 | [Cohere-command-r-plus-08-2024](https://ai.azure.com/explore/models/Cohere-command-r-plus-08-2024/version/1/registry/azureml-cohere) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en, fr, es, it, de, pt-br, ja, ko, zh-cn, and ar <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
 | [Cohere-command-r-08-2024](https://ai.azure.com/explore/models/Cohere-command-r-08-2024/version/1/registry/azureml-cohere) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en, fr, es, it, de, pt-br, ja, ko, zh-cn, and ar <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
 | [Cohere-command-r-plus](https://ai.azure.com/explore/models/Cohere-command-r-plus/version/1/registry/azureml-cohere) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en, fr, es, it, de, pt-br, ja, ko, zh-cn, and ar <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
 | [Cohere-command-r](https://ai.azure.com/explore/models/Cohere-command-r/version/1/registry/azureml-cohere) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en, fr, es, it, de, pt-br, ja, ko, zh-cn, and ar <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
+| [Cohere-embed-v3-english](https://ai.azure.com/explore/models/Cohere-embed-v3-english/version/1/registry/azureml-cohere) | embeddings <br /> image-embeddings | Global standard | - **Input:** text (512 tokens) <br /> - **Output:** Vector (1,024 dim.) <br /> - **Languages:** en |
+| [Cohere-embed-v3-multilingual](https://ai.azure.com/explore/models/Cohere-embed-v3-multilingual/version/1/registry/azureml-cohere) | embeddings <br /> image-embeddings | Global standard | - **Input:** text (512 tokens) <br /> - **Output:** Vector (1,024 dim.) <br /> - **Languages:** en, fr, es, it, de, pt-br, ja, ko, zh-cn, and ar |
 
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=cohere).
@@ -98,6 +98,7 @@ DeepSeek family of models include DeepSeek-R1, which excels at reasoning tasks u
 | Model  | Type | Tier | Capabilities |
 | ------ | ---- | --- | ------------ |
 | [DeekSeek-R1](https://ai.azure.com/explore/models/deepseek-r1/version/1/registry/azureml-deepseek) | chat-completion <br /> [(with reasoning content)](../how-to/use-chat-reasoning.md) | Global standard | - **Input:** text (16,384 tokens) <br /> - **Output:**  (163,840 tokens) <br /> - **Languages:** `en` and `zh` <br />  - **Tool calling:** No <br /> - **Response formats:** Text. |
+| [DeekSeek-V3](https://ai.azure.com/explore/models/deepseek-v3/version/1/registry/azureml-deepseek) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (131,072 tokens) <br /> - **Languages:** `en` and `zh` <br />  - **Tool calling:** No <br /> - **Response formats:** Text, JSON |
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=deepseek).
 
@@ -115,10 +116,10 @@ Meta Llama models and tools are a collection of pretrained and fine-tuned genera
 | [Llama-3.2-11B-Vision-Instruct](https://ai.azure.com/explore/models/Llama-3.2-11B-Vision-Instruct/version/1/registry/azureml-meta) | chat-completion | Global standard | - **Input:** text and image (128,000 tokens) <br /> - **Output:**  (8,192 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No* <br /> - **Response formats:** Text |
 | [Llama-3.2-90B-Vision-Instruct](https://ai.azure.com/explore/models/Llama-3.2-90B-Vision-Instruct/version/1/registry/azureml-meta) | chat-completion | Global standard | - **Input:** text and image (128,000 tokens) <br /> - **Output:**  (8,192 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No* <br /> - **Response formats:** Text |
 | [Meta-Llama-3.1-405B-Instruct](https://ai.azure.com/explore/models/Meta-Llama-3.1-405B-Instruct/version/1/registry/azureml-meta) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (8,192 tokens) <br /> - **Languages:** en, de, fr, it, pt, hi, es, and th <br />  - **Tool calling:** No* <br /> - **Response formats:** Text |
-| [Meta-Llama-3-8B-Instruct](https://ai.azure.com/explore/models/Meta-Llama-3-8B-Instruct/version/9/registry/azureml-meta) | chat-completion | Global standard | - **Input:** text (8,192 tokens) <br /> - **Output:**  (8,192 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No* <br /> - **Response formats:** Text |
 | [Meta-Llama-3.1-70B-Instruct](https://ai.azure.com/explore/models/Meta-Llama-3.1-70B-Instruct/version/4/registry/azureml-meta) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (8,192 tokens) <br /> - **Languages:** en, de, fr, it, pt, hi, es, and th <br />  - **Tool calling:** No* <br /> - **Response formats:** Text |
 | [Meta-Llama-3.1-8B-Instruct](https://ai.azure.com/explore/models/Meta-Llama-3.1-8B-Instruct/version/4/registry/azureml-meta) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (8,192 tokens) <br /> - **Languages:** en, de, fr, it, pt, hi, es, and th <br />  - **Tool calling:** No* <br /> - **Response formats:** Text |
 | [Meta-Llama-3-70B-Instruct](https://ai.azure.com/explore/models/Meta-Llama-3-70B-Instruct/version/9/registry/azureml-meta) | chat-completion | Global standard | - **Input:** text (8,192 tokens) <br /> - **Output:**  (8,192 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No* <br /> - **Response formats:** Text |
+| [Meta-Llama-3-8B-Instruct](https://ai.azure.com/explore/models/Meta-Llama-3-8B-Instruct/version/9/registry/azureml-meta) | chat-completion | Global standard | - **Input:** text (8,192 tokens) <br /> - **Output:**  (8,192 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No* <br /> - **Response formats:** Text |
 
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=meta).
@@ -129,19 +130,18 @@ Phi is a family of lightweight, state-of-the-art open models. These models were
 
 | Model  | Type | Tier | Capabilities |
 | ------ | ---- | --- | ------------ |
+| [Phi-4-mini-instruct](https://ai.azure.com/explore/models/Phi-4-mini-instruct/version/1/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** `ar`, `zh`, `cs`, `da`, `nl`, `en`, `fi`, `fr`, `de`, `he`, `hu`, `it`, `ja`, `ko`, `no`, `pl`, `pt`, `ru`, `es`, `sv`, `th`, `tr`, and `uk` <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
+| [Phi-4-multimodal-instruct](https://ai.azure.com/explore/models/Phi-4-multimodal-instruct/version/1/registry/azureml) | chat-completion | Global standard | - **Input:** text, images, and audio (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** `ar`, `zh`, `cs`, `da`, `nl`, `en`, `fi`, `fr`, `de`, `he`, `hu`, `it`, `ja`, `ko`, `no`, `pl`, `pt`, `ru`, `es`, `sv`, `th`, `tr`, and `uk` <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
+| [Phi-4](https://ai.azure.com/explore/models/Phi-4/version/2/registry/azureml) | chat-completion | Global standard | - **Input:** text (16,384 tokens) <br /> - **Output:**  (16,384 tokens) <br /> - **Languages:** en, ar, bn, cs, da, de, el, es, fa, fi, fr, gu, ha, he, hi, hu, id, it, ja, jv, kn, ko, ml, mr, nl, no, or, pa, pl, ps, pt, ro, ru, sv, sw, ta, te, th, tl, tr, uk, ur, vi, yo, and zh  - **Tool calling:** No <br /> - **Response formats:** Text |
+| [Phi-3.5-mini-instruct](https://ai.azure.com/explore/models/Phi-3.5-mini-instruct/version/6/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en, ar, zh, cs, da, nl, fi, fr, de, he, hu, it, ja, ko, no, pl, pt, ru, es, sv, th, tr, and uk <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
+| [Phi-3.5-vision-instruct](https://ai.azure.com/explore/models/Phi-3.5-vision-instruct/version/2/registry/azureml) | chat-completion | Global standard | - **Input:** text and image (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
+| [Phi-3.5-MoE-instruct](https://ai.azure.com/explore/models/Phi-3.5-MoE-instruct/version/5/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** en, ar, zh, cs, da, nl, fi, fr, de, he, hu, it, ja, ko, no, pl, pt, ru, es, sv, th, tr, and uk <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
 | [Phi-3-mini-128k-instruct](https://ai.azure.com/explore/models/Phi-3-mini-128k-instruct/version/12/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
 | [Phi-3-mini-4k-instruct](https://ai.azure.com/explore/models/Phi-3-mini-4k-instruct/version/14/registry/azureml) | chat-completion | Global standard | - **Input:** text (4,096 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
 | [Phi-3-small-8k-instruct](https://ai.azure.com/explore/models/Phi-3-small-8k-instruct/version/5/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
 | [Phi-3-medium-128k-instruct](https://ai.azure.com/explore/models/Phi-3-medium-128k-instruct/version/6/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
 | [Phi-3-medium-4k-instruct](https://ai.azure.com/explore/models/Phi-3-medium-4k-instruct/version/5/registry/azureml) | chat-completion | Global standard | - **Input:** text (4,096 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
-| [Phi-3.5-vision-instruct](https://ai.azure.com/explore/models/Phi-3.5-vision-instruct/version/2/registry/azureml) | chat-completion | Global standard | - **Input:** text and image (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
-| [Phi-3.5-MoE-instruct](https://ai.azure.com/explore/models/Phi-3.5-MoE-instruct/version/5/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** en, ar, zh, cs, da, nl, fi, fr, de, he, hu, it, ja, ko, no, pl, pt, ru, es, sv, th, tr, and uk <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
 | [Phi-3-small-128k-instruct](https://ai.azure.com/explore/models/Phi-3-small-128k-instruct/version/4/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
-| [Phi-3.5-mini-instruct](https://ai.azure.com/explore/models/Phi-3.5-mini-instruct/version/6/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en, ar, zh, cs, da, nl, fi, fr, de, he, hu, it, ja, ko, no, pl, pt, ru, es, sv, th, tr, and uk <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
-| [Phi-4](https://ai.azure.com/explore/models/Phi-4/version/2/registry/azureml) | chat-completion | Global standard | - **Input:** text (16,384 tokens) <br /> - **Output:**  (16,384 tokens) <br /> - **Languages:** en, ar, bn, cs, da, de, el, es, fa, fi, fr, gu, ha, he, hi, hu, id, it, ja, jv, kn, ko, ml, mr, nl, no, or, pa, pl, ps, pt, ro, ru, sv, sw, ta, te, th, tl, tr, uk, ur, vi, yo, and zh  - **Tool calling:** No <br /> - **Response formats:** Text |
-| [Phi-4-mini-instruct](https://ai.azure.com/explore/models/Phi-4-mini-instruct/version/1/registry/azureml) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** `ar`, `zh`, `cs`, `da`, `nl`, `en`, `fi`, `fr`, `de`, `he`, `hu`, `it`, `ja`, `ko`, `no`, `pl`, `pt`, `ru`, `es`, `sv`, `th`, `tr`, and `uk` <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
-| [Phi-4-multimodal-instruct](https://ai.azure.com/explore/models/Phi-4-multimodal-instruct/version/1/registry/azureml) | chat-completion | Global standard | - **Input:** text, images, and audio (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** `ar`, `zh`, `cs`, `da`, `nl`, `en`, `fi`, `fr`, `de`, `he`, `hu`, `it`, `ja`, `ko`, `no`, `pl`, `pt`, `ru`, `es`, `sv`, `th`, `tr`, and `uk` <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
-
 
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=phi).
@@ -152,13 +152,13 @@ Mistral AI offers two categories of models: premium models including Mistral Lar
 
 | Model  | Type | Tier | Capabilities |
 | ------ | ---- | --- | ------------ |
+| [Mistral-Large-2411](https://ai.azure.com/explore/models/Mistral-Large-2411/version/2/registry/azureml-mistral) | chat-completion | Global standard | - **Input:** text (128,000 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** en, fr, de, es, it, zh, ja, ko, pt, nl, and pl <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
+| [Codestral-2501](https://ai.azure.com/explore/models/Codestral-2501/version/2/registry/azureml-mistral) | chat-completion | Global standard | - **Input:** text (262,144 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
 | [Ministral-3B](https://ai.azure.com/explore/models/Ministral-3B/version/1/registry/azureml-mistral) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** fr, de, es, it, and en <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
-| [Mistral-large](https://ai.azure.com/explore/models/Mistral-large/version/1/registry/azureml-mistral) <br /> (deprecated) | chat-completion | Global standard | - **Input:** text (32,768 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** fr, de, es, it, and en <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
-| [Mistral-small](https://ai.azure.com/explore/models/Mistral-small/version/1/registry/azureml-mistral) | chat-completion | Global standard | - **Input:** text (32,768 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** fr, de, es, it, and en <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
 | [Mistral-Nemo](https://ai.azure.com/explore/models/Mistral-Nemo/version/1/registry/azureml-mistral) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** en, fr, de, es, it, zh, ja, ko, pt, nl, and pl <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
 | [Mistral-large-2407](https://ai.azure.com/explore/models/Mistral-large-2407/version/1/registry/azureml-mistral) <br /> (legacy) | chat-completion | Global standard | - **Input:** text (131,072 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** en, fr, de, es, it, zh, ja, ko, pt, nl, and pl <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
-| [Mistral-Large-2411](https://ai.azure.com/explore/models/Mistral-Large-2411/version/2/registry/azureml-mistral) | chat-completion | Global standard | - **Input:** text (128,000 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** en, fr, de, es, it, zh, ja, ko, pt, nl, and pl <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
-| [Codestral-2501](https://ai.azure.com/explore/models/Codestral-2501/version/2/registry/azureml-mistral) | chat-completion | Global standard | - **Input:** text (262,144 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** en <br />  - **Tool calling:** No <br /> - **Response formats:** Text |
+| [Mistral-small](https://ai.azure.com/explore/models/Mistral-small/version/1/registry/azureml-mistral) | chat-completion | Global standard | - **Input:** text (32,768 tokens) <br /> - **Output:** text (4,096 tokens) <br /> - **Languages:** fr, de, es, it, and en <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
+| [Mistral-large](https://ai.azure.com/explore/models/Mistral-large/version/1/registry/azureml-mistral) <br /> (deprecated) | chat-completion | Global standard | - **Input:** text (32,768 tokens) <br /> - **Output:**  (4,096 tokens) <br /> - **Languages:** fr, de, es, it, and en <br />  - **Tool calling:** Yes <br /> - **Response formats:** Text, JSON |
 
 See [this model collection in Azure AI Foundry portal](https://ai.azure.com/explore/models?&selectedCollection=mistral).