Classify for default models deprecation

fern/pages/changelog/2025-01-31-classify-default-model-deprecation.mdx

@@ -0,0 +1,14 @@
+---
+title: "Deprecation of the Classify endpoint via default Embed models"
+slug: "changelog/classify-default-model-deprecation"
+createdAt: "Thu Jan 31 2025 12:51:00 (MST)"
+hidden: false
+description: >-
+  Usage of Classify endpoint via the default Embed models is now deprecated. Usage of Classify endpoint via a fine-tuned Embed model is not affected.
+---
+
+Effective January 31st, 2025, we are deprecating the use of default Embed models with the Classify endpoint.
+
+This deprecation does not affect usage of the Classify endpoint with fine-tuned Embed models. Fine-tuned models continue to be fully supported and are recommended for achieving optimal classification performance. 
+
+For guidance on implementing Classify with fine-tuned models, please refer to our [Classify fine-tuning documentation](https://docs.cohere.com/docs/classify-fine-tuning).

fern/pages/going-to-production/deprecations.mdx

@@ -37,6 +37,11 @@ Fine-tuned models created from these base models are not affected by this deprec
 | 2025-03-31 | `rerank-english-v2.0` | $1.00 / 1K searches | `rerank-v3.5`|
 | 2025-03-31 | `rerank-multilingual-v2.0` | $1.00 / 1K searches | `rerank-v3.5`|
 
+### 2025-01-31: Default Classify endpoint
+After January 31st, 2025, usage of Classify endpoint via the default Embed models will be deprecated.
+
+However, you can still use the Classify endpoint with a fine-tuned Embed model. By leveraging fine-tuning, you can achieve even better performance and accuracy in your classification tasks. Read the documentation on [Classify fine-tuning](https://docs.cohere.com/docs/classify-fine-tuning) for more information.
+
 # Best Practices: 
 1. Regularly check our documentation for updates on announcements regarding the status of models.
 2. Test applications with newer models well before the shutdown date of your current model.

fern/pages/text-embeddings/text-classification-1.mdx

@@ -2,7 +2,7 @@
 title: "Text Classification"
 slug: "docs/text-classification-1"
 
-hidden: false
+hidden: true
 
 description: "The document explains how use Cohere's LLM platform to perform text classification tasks."
 image: "../../assets/images/907e4c1-meta_docs_image_cohere.jpg"  

fern/pages/text-embeddings/text-classification-with-cohere.mdx

@@ -1,5 +1,8 @@
 ---
 title: Text Classification
+
+hidden: true
+
 description: >-
   How to perform text classification using Cohere's classify endpoint.
 keywords: 'text classification, Cohere, large language models, word embeddings'

fern/pages/v2/text-embeddings/text-classification-1.mdx

@@ -2,7 +2,7 @@
 title: "A Guide to Automated Text Classification"
 slug: "v2/docs/text-classification-1"
 
-hidden: false
+hidden: true
 
 description: "The document explains how use Cohere's LLM platform to perform text classification tasks."
 image: "../../../assets/images/907e4c1-meta_docs_image_cohere.jpg"  

fern/pages/v2/text-embeddings/text-classification-with-cohere.mdx

@@ -5,7 +5,7 @@ description: >-
 keywords: "text classification, Cohere, large language models, word embeddings"
 image: "../../../assets/images/1cf1e77-cohere_meta_image.jpg"
 
-hidden: false
+hidden: true
 
 slug: v2/docs/text-classification-with-cohere
 ---

fern/v1.yml

@@ -153,8 +153,6 @@ navigation:
                 path: pages/text-embeddings/reranking/overview.mdx
               - page: Rerank Best Practices
                 path: pages/text-embeddings/reranking/reranking-best-practices.mdx
-          - page: Text Classification
-            path: pages/text-embeddings/text-classification-with-cohere.mdx
       - section: Fine-Tuning
         contents:
           - page: Introduction
@@ -174,17 +172,6 @@ navigation:
                 path: pages/fine-tuning/chat-fine-tuning/chat-understanding-the-results.mdx
               - page: Improving the Chat Fine-tuning Results
                 path: pages/fine-tuning/chat-fine-tuning/chat-improving-the-results.mdx
-          - section: Fine-tuning for Classify
-            path: pages/fine-tuning/classify-fine-tuning.mdx
-            contents:
-              - page: Preparing the Classify Fine-tuning data
-                path: pages/fine-tuning/classify-fine-tuning/classify-preparing-the-data.mdx
-              - page: Training and deploying a fine-tuned model
-                path: pages/fine-tuning/classify-fine-tuning/classify-starting-the-training.mdx
-              - page: Understanding the Classify Fine-tuning Results
-                path: pages/fine-tuning/classify-fine-tuning/classify-understanding-the-results.mdx
-              - page: Improving the Classify Fine-tuning Results
-                path: pages/fine-tuning/classify-fine-tuning/classify-improving-the-results.mdx
           - section: Fine-tuning for Rerank
             path: pages/fine-tuning/rerank-fine-tuning.mdx
             contents:
@@ -196,6 +183,17 @@ navigation:
                 path: pages/fine-tuning/rerank-fine-tuning/rerank-understanding-the-results.mdx
               - page: Improving the Rerank Fine-tuning Results
                 path: pages/fine-tuning/rerank-fine-tuning/rerank-improving-the-results.mdx
+          - section: Fine-tuning for Classify
+            path: pages/fine-tuning/classify-fine-tuning.mdx
+            contents:
+              - page: Preparing the Classify Fine-tuning data
+                path: pages/fine-tuning/classify-fine-tuning/classify-preparing-the-data.mdx
+              - page: Training and deploying a fine-tuned model
+                path: pages/fine-tuning/classify-fine-tuning/classify-starting-the-training.mdx
+              - page: Understanding the Classify Fine-tuning Results
+                path: pages/fine-tuning/classify-fine-tuning/classify-understanding-the-results.mdx
+              - page: Improving the Classify Fine-tuning Results
+                path: pages/fine-tuning/classify-fine-tuning/classify-improving-the-results.mdx
           - page: FAQs / Troubleshooting
             path: pages/fine-tuning/troubleshooting-a-fine-tuned-model.mdx
       - section: Going to Production

fern/v2.yml

@@ -138,8 +138,6 @@ navigation:
                 path: pages/v2/text-embeddings/reranking/overview.mdx
               - page: Rerank Best Practices
                 path: pages/v2/text-embeddings/reranking/reranking-best-practices.mdx
-          - page: Text Classification
-            path: pages/v2/text-embeddings/text-classification-with-cohere.mdx
       - section: Fine-Tuning
         contents:
           - page: Introduction
@@ -159,17 +157,6 @@ navigation:
                 path: pages/fine-tuning/chat-fine-tuning/chat-understanding-the-results.mdx
               - page: Improving the Chat Fine-tuning Results
                 path: pages/fine-tuning/chat-fine-tuning/chat-improving-the-results.mdx
-          - section: Fine-tuning for Classify
-            path: pages/fine-tuning/classify-fine-tuning.mdx
-            contents:
-              - page: Preparing the Classify Fine-tuning data
-                path: pages/v2/fine-tuning/classify-fine-tuning/classify-preparing-the-data.mdx
-              - page: Train and deploy a fine-tuned model
-                path: pages/v2/fine-tuning/classify-fine-tuning/classify-starting-the-training.mdx
-              - page: Understanding the Classify Fine-tuning Results
-                path: pages/fine-tuning/classify-fine-tuning/classify-understanding-the-results.mdx
-              - page: Improving the Classify Fine-tuning Results
-                path: pages/fine-tuning/classify-fine-tuning/classify-improving-the-results.mdx
           - section: Fine-tuning for Rerank
             path: pages/fine-tuning/rerank-fine-tuning.mdx
             contents:
@@ -181,6 +168,17 @@ navigation:
                 path: pages/fine-tuning/rerank-fine-tuning/rerank-understanding-the-results.mdx
               - page: Improving the Rerank Fine-tuning Results
                 path: pages/fine-tuning/rerank-fine-tuning/rerank-improving-the-results.mdx
+          - section: Fine-tuning for Classify
+            path: pages/fine-tuning/classify-fine-tuning.mdx
+            contents:
+              - page: Preparing the Classify Fine-tuning data
+                path: pages/v2/fine-tuning/classify-fine-tuning/classify-preparing-the-data.mdx
+              - page: Train and deploy a fine-tuned model
+                path: pages/v2/fine-tuning/classify-fine-tuning/classify-starting-the-training.mdx
+              - page: Understanding the Classify Fine-tuning Results
+                path: pages/fine-tuning/classify-fine-tuning/classify-understanding-the-results.mdx
+              - page: Improving the Classify Fine-tuning Results
+                path: pages/fine-tuning/classify-fine-tuning/classify-improving-the-results.mdx
           - page: FAQs / Troubleshooting
             path: pages/fine-tuning/troubleshooting-a-fine-tuned-model.mdx
       - section: Going to Production