acrolinx fix

Author: msakande

articles/ai-foundry/concepts/models-featured.md

@@ -214,7 +214,7 @@ Phi is a family of lightweight, state-of-the-art open models. These models were
 | [Phi-3.5-MoE-instruct](https://ai.azure.com/explore/models/Phi-3.5-MoE-instruct/version/5/registry/azureml) | [chat-completion](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <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 (with images)](../model-inference/how-to/use-chat-multi-modal.md?context=/azure/ai-foundry/context/context) | - **Input:** text and image (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <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](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <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](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (4,096 tokens) <br /> - **Output:** tetxt (4,096 tokens) <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](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (4,096 tokens) <br /> - **Output:** text (4,096 tokens) <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](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <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](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <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](../model-inference/how-to/use-chat-completions.md?context=/azure/ai-foundry/context/context) | - **Input:** text (131,072 tokens) <br /> - **Output:** text (4,096 tokens) <br />  - **Tool calling:** No <br /> - **Response formats:** Text |

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

@@ -105,7 +105,7 @@ See [this model collection in Azure AI Foundry portal](https://ai.azure.com/expl
 
 ### DeepSeek
 
-DeepSeek family of models include DeepSeek-R1, which excels at reasoning tasks using a step-by-step training process, such as language, scientific reasoning, and coding tasks.
+DeepSeek family of models includes DeepSeek-R1, which excels at reasoning tasks using a step-by-step training process, such as language, scientific reasoning, and coding tasks.
 
 | Model  | Type | Tier | Capabilities |
 | ------ | ---- | --- | ------------ |