PR fixes

Author: PatrickFarley

articles/ai-services/computer-vision/language-support.md

@@ -188,7 +188,7 @@ Some features of the [Analyze - Image](https://westcentralus.dev.cognitive.micro
 
 ## Multimodal embeddings
 
-The latest [Multimodal embeddings](./overview-image-retrieval.md) model supports vector search in many languages. The original model supports English only. Images that are vectorized in the English-only model are not compatible with text searches in the multi-lingual model.
+The latest [Multimodal embeddings](./concept-image-retrieval.md) model supports vector search in many languages. The original model supports English only. Images that are vectorized in the English-only model are not compatible with text searches in the multi-lingual model.
 
 | Language  | Language code | `2023-04-15` model | `2022-04-11` model|
 |-----------------------|---------------| -- |--  |

articles/ai-services/computer-vision/whats-new.md

@@ -25,7 +25,7 @@ Learn what's new in the service. These items might be release notes, videos, blo
 The Multimodal embeddings API has been updated and is now generally available. The new `2024-02-01` API includes a new model that supports text search in 102 languages. The original English-only model is still available, but it cannot be combined with the new model in the same search index. If you vectorized text and images using the English-only model, these vectors won’t be compatible with multi-lingual text and image vectors.
 
 
-See the [language support](/azure/ai-services/computer-vision/concept-language-support#multimodal-embeddings) page for the list of supported languages.
+See the [language support](/azure/ai-services/computer-vision/language-support#multimodal-embeddings) page for the list of supported languages.
 
 ## January 2024
 

articles/search/cognitive-search-skill-image-analysis.md

@@ -39,8 +39,8 @@ Parameters are case-sensitive.
 
 | Parameter name | Description |
 |--------------------|-------------|
-| `defaultLanguageCode` | A string indicating the language to return. The service returns recognition results in a specified language. If this parameter isn't specified, the default value is "en". <br/><br/>Supported languages include a subset of [generally available languages](../ai-services/computer-vision/language-support.md#image-analysis) of Azure AI Vision. When a language is newly introduced with general availability status into the AI Vision service, there is expected delay before they are fully integrated within this skill. |
-| `visualFeatures` | An array of strings indicating the visual feature types to return. Valid visual feature types include:  <ul><li>*adult* - detects if the image is pornographic (depicts nudity or a sex act), gory (depicts extreme violence or blood) or suggestive (also known as racy content). </li><li>*brands* - detects various brands within an image, including the approximate location. </li><li> *categories* - categorizes image content according to a [taxonomy](../ai-services/Computer-vision/Category-Taxonomy.md) defined by Azure AI services. </li><li>*description* - describes the image content with a complete sentence in supported languages.</li><li>*faces* - detects if faces are present. If present, generates coordinates, gender and age. </li><li>*objects* - detects various objects within an image, including the approximate location. </li><li> *tags* - tags the image with a detailed list of words related to the image content.</li></ul> Names of visual features are case-sensitive. Both *color* and *imageType* visual features have been deprecated, but you can access this functionality through a [custom skill](./cognitive-search-custom-skill-interface.md). Refer to the [Azure AI Vision Image Analysis documentation](../ai-services/computer-vision/language-support.md#image-analysis) on which visual features are supported with each `defaultLanguageCode`.|
+| `defaultLanguageCode` | A string indicating the language to return. The service returns recognition results in a specified language. If this parameter isn't specified, the default value is "en". <br/><br/>Supported languages include a subset of [generally available languages](../ai-services/computer-vision/language-support.md#analyze-image) of Azure AI Vision. When a language is newly introduced with general availability status into the AI Vision service, there is expected delay before they are fully integrated within this skill. |
+| `visualFeatures` | An array of strings indicating the visual feature types to return. Valid visual feature types include:  <ul><li>*adult* - detects if the image is pornographic (depicts nudity or a sex act), gory (depicts extreme violence or blood) or suggestive (also known as racy content). </li><li>*brands* - detects various brands within an image, including the approximate location. </li><li> *categories* - categorizes image content according to a [taxonomy](../ai-services/Computer-vision/Category-Taxonomy.md) defined by Azure AI services. </li><li>*description* - describes the image content with a complete sentence in supported languages.</li><li>*faces* - detects if faces are present. If present, generates coordinates, gender and age. </li><li>*objects* - detects various objects within an image, including the approximate location. </li><li> *tags* - tags the image with a detailed list of words related to the image content.</li></ul> Names of visual features are case-sensitive. Both *color* and *imageType* visual features have been deprecated, but you can access this functionality through a [custom skill](./cognitive-search-custom-skill-interface.md). Refer to the [Azure AI Vision Image Analysis documentation](../ai-services/computer-vision/language-support.md#analyze-image) on which visual features are supported with each `defaultLanguageCode`.|
 | `details`	| An array of strings indicating which domain-specific details to return. Valid visual feature types include: <ul><li>*celebrities* - identifies celebrities if detected in the image.</li><li>*landmarks* - identifies landmarks if detected in the image. </li></ul> |
 
 ## Skill inputs

articles/search/cognitive-search-skill-ocr.md

@@ -42,7 +42,7 @@ Parameters are case-sensitive.
 | Parameter name     | Description |
 |--------------------|-------------|
 | `detectOrientation`    | Detects image orientation. Valid values are `true` or `false`. </p>This parameter only applies if the [legacy OCR](https://westus.dev.cognitive.microsoft.com/docs/services/computer-vision-v3-2/operations/56f91f2e778daf14a499f20d) API is used.  |
-| `defaultLanguageCode` | Language code of the input text. Supported languages include all of the [generally available languages](../ai-services/computer-vision/language-support.md#image-analysis) of Azure AI Vision. You can also specify `unk` (Unknown). </p>If the language code is unspecified or null, the language is set to English. If the language is explicitly set to `unk`, all languages found are auto-detected and returned.|
+| `defaultLanguageCode` | Language code of the input text. Supported languages include all of the [generally available languages](../ai-services/computer-vision/language-support.md#analyze-image) of Azure AI Vision. You can also specify `unk` (Unknown). </p>If the language code is unspecified or null, the language is set to English. If the language is explicitly set to `unk`, all languages found are auto-detected and returned.|
 | `lineEnding` | The value to use as a line separator. Possible values: "Space", "CarriageReturn", "LineFeed".  The default is "Space". |
 
 In previous versions, there was a parameter called "textExtractionAlgorithm" to specify extraction of "printed" or "handwritten" text. This parameter is deprecated because the current Read API algorithm extracts both types of text at once. If your skill includes this parameter, you don't need to remove it, but it won't be used during skill execution.