Merge branch 'main' of https://github.com/cohere-ai/cohere-developer-…

…experience into kate-check-meta-data-for-docs
cohere-ai · Sep 18, 2024 · 46debf3 · 46debf3
2 parents c72abbf + 533c6cd
commit 46debf3
Show file tree

Hide file tree

Showing 123 changed files with 663 additions and 430 deletions.
diff --git a/.github/workflows/preview-docs.yml b/.github/workflows/preview-docs.yml
@@ -1,21 +1,19 @@
 name: preview-docs
 
 on:
-  pull_request_target:
+  pull_request:
     branches:
       - main
 
-concurrency: 
-  group: ${{ github.workflow }}-${{ github.event.pull_request.number || github.ref }}
-  cancel-in-progress: true
-
 jobs:
   run:
     runs-on: ubuntu-latest
     permissions: write-all
     steps:
       - name: Checkout repository
         uses: actions/checkout@v4
+        # with:
+        #   ref: "${{ github.event.pull_request.merge_commit_sha }}"
 
       - name: Setup pnpm
         uses: pnpm/action-setup@v2
@@ -24,7 +22,7 @@ jobs:
 
       - name: Install Dependencies
         shell: bash
-        run: pnpm install
+        run: pnpm install        
 
       - name: Run fern check
         env:

diff --git a/.github/workflows/publish-docs.yml b/.github/workflows/publish-docs.yml
@@ -20,7 +20,7 @@ jobs:
 
       - name: Install Dependencies
         shell: bash
-        run: pnpm install
+        run: pnpm install             
 
       - name: Publish Docs
         env:

diff --git a/cohere-openapi.yaml b/cohere-openapi.yaml
diff --git a/fern/fern.config.json b/fern/fern.config.json
@@ -1,4 +1,4 @@
 {
   "organization": "cohere",
-  "version": "0.41.8"
+  "version": "*"
 }
diff --git a/fern/pages/changelog/2022-02-22-larger-representation-models.mdx b/fern/pages/changelog/2022-02-22-larger-representation-models.mdx
@@ -1,10 +1,11 @@
 ---
-data:
-  description: >-
-    We've released new Representation Model sizes and updated our small model
-    with improved text length capacity.
+title: Larger Representation Models
+slug: changelog/larger-representation-models
+type: added
+createdAt: 'Tue Feb 22 2022 19:05:00 GMT+0000 (Coordinated Universal Time)'
+hidden: false
 description: >-
-  We've released new Representation Model sizes and updated our small model with
-  improved text length support.
+  New Representation Model sizes and an increased token limit offer improved
+  performance and flexibility.
 ---
 Representation Models are now available in the sizes of `medium-20220217` and `large-20220217` as well as an updated version of `small-20220217`. Our previous `small` model will be available as `small-20211115`. In addition, the maximum tokens length per text has increased from 512 to 1024. We recommend keeping text lengths below 128 tokens for optimal performance; for any text longer than 128 tokens, the text is spliced and the resulting embeddings of each component are then averaged and returned.
diff --git a/fern/pages/changelog/2022-03-01-extremely-large-beta-release.mdx b/fern/pages/changelog/2022-03-01-extremely-large-beta-release.mdx
@@ -5,7 +5,7 @@ type: added
 createdAt: 'Tue Mar 01 2022 19:03:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Take your NLP tasks further with our new `Extremely Large (Beta)` model, now
-  available for use.
+  Take your NLP tasks further with our new top-tier model, Extremely Large
+  (Beta), now available.
 ---
 Our biggest and most performant generation model is now available. `Extremely Large (Beta)` outperforms our previous `large` model on a variety of downstream tasks including sentiment analysis, named entity recognition (NER) and common sense reasoning, as measured by our internal benchmarks. You can access `Extremely Large (Beta)` as `xlarge-20220301`. While in Beta, note that this model will have a maximum token length of 1024 tokens and maximum `num_generations` of 1.
diff --git a/fern/pages/changelog/2022-03-08-classification-endpoint.mdx b/fern/pages/changelog/2022-03-08-classification-endpoint.mdx
@@ -6,6 +6,6 @@ createdAt: 'Tue Mar 08 2022 18:58:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
   Classify text with Cohere's new classification endpoint, powered by generation
-  models. Supports few-shot classification. Learn more in our docs.
+  models, offering few-shot learning.
 ---
 Classification is now available via our classification endpoint. This endpoint is currently powered by our generation models (`small` and `medium`) and supports few-shot classification. We will be deprecating support for Choose Best by May 18th. To learn more about classification at Cohere check out the docs [here](/classify-reference).
diff --git a/fern/pages/changelog/2022-03-08-finetuning-available-policy-updates.mdx b/fern/pages/changelog/2022-03-08-finetuning-available-policy-updates.mdx
@@ -5,8 +5,8 @@ type: improved
 createdAt: 'Tue Mar 08 2022 19:02:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Finetuning is now generally available to all users. Upload custom datasets to
-  improve performance. Read our updated policies for more information.
+  Fine-tune models with your own data and leverage updated policies for powerful
+  NLP solutions.
 ---
 **Finetuning is Generally Available**
 

diff --git a/fern/pages/changelog/2022-03-08-new-improved-generation-models.mdx b/fern/pages/changelog/2022-03-08-new-improved-generation-models.mdx
@@ -5,7 +5,7 @@ type: ''
 createdAt: 'Tue Mar 08 2022 19:00:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Newly shipped generation models with improved performance trained on a
-  high-quality dataset.
+  Try our new small, medium, and large generation models with improved
+  performance from our high-quality dataset.
 ---
 We’ve shipped updated `small`, `medium`, and `large` generation models. You’ll find significant improvements in performance that come from our newly assembled high quality dataset.
diff --git a/fern/pages/changelog/2022-04-25-new-extremely-large-model.mdx b/fern/pages/changelog/2022-04-25-new-extremely-large-model.mdx
@@ -5,7 +5,7 @@ type: added
 createdAt: 'Mon Apr 25 2022 17:48:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Our new `xlarge` model: improved quality, 4x faster, and longer text
-  capabilities with frequency and presence penalties.
+  We're thrilled to introduce our enhanced `xlarge` model, now with superior
+  generation quality and speed.
 ---
 Our new and improved `xlarge` has better generation quality and a 4x faster prediction speed. This model now supports a maximum token length of 2048 tokens and frequency and presence penalties.
diff --git a/...pages/changelog/2022-04-25-updated-small-medium-and-large-generation-models.mdx b/...pages/changelog/2022-04-25-updated-small-medium-and-large-generation-models.mdx
@@ -5,7 +5,7 @@ type: improved
 createdAt: 'Mon Apr 25 2022 17:54:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Latest updates improve model stability and fix a bug in the generation
-  presence & frequency penalty for more effective results.
+  The latest updates improve model stability and fix a bug for more effective
+  generation presence and frequency penalties.
 ---
 Updated `small`, `medium`, and `large` models are more stable and resilient against abnormal inputs due to a FP16 quantization fix. We also fixed a bug in generation presence & frequency penalty, which will result in more effective penalties.
diff --git a/...ages/changelog/2022-05-29-new-improved-generation-and-representation-models.mdx b/...ages/changelog/2022-05-29-new-improved-generation-and-representation-models.mdx
@@ -5,7 +5,7 @@ type: improved
 createdAt: 'Tue Mar 29 2022 17:56:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  We've updated our models to support longer contexts and improved performance
-  for longer texts.
+  Enhance your text generation and representation with improved models, now
+  offering better context support and optimal performance.
 ---
 We've retrained our `small`, `medium`, and `large` generation and representation models. Updated representation models now support contexts up to 4096 tokens (previously 1024 tokens). We recommend keeping text lengths below 512 tokens for optimal performance; for any text longer than 512 tokens, the text is spliced and the resulting embeddings of each component are then averaged and returned.
diff --git a/fern/pages/changelog/2022-07-07-model-parameter-now-optional.mdx b/fern/pages/changelog/2022-07-07-model-parameter-now-optional.mdx
@@ -5,7 +5,7 @@ type: improved
 createdAt: 'Thu Jul 07 2022 17:47:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Our API updates mean endpoints now have default models, but you can still
-  specify a model for more control.
+  Our APIs are now model-agnostic with default endpoint settings, offering
+  greater flexibility and control for users.
 ---
 Our APIs no longer require a model to be specified. Each endpoint comes with great defaults. For more control, a model can still be specified by adding a model param in the request.
diff --git a/fern/pages/changelog/2022-08-05-introducing-moderate-beta.mdx b/fern/pages/changelog/2022-08-05-introducing-moderate-beta.mdx
@@ -5,7 +5,7 @@ type: added
 createdAt: 'Fri Aug 05 2022 17:46:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Classify harmful text with [Moderate] to detect across 9 categories with
-  associated confidence scores. Expect performance improvements.
+  Access cutting-edge natural language processing tools without the need for
+  costly supercomputing power.
 ---
 Use Moderate (Beta) to classify harmful text across the following categories: `profane`, `hate speech`, `violence`, `self-harm`, `sexual`, `sexual (non-consenual)`, `harassment`, `spam`, `information hazard (e.g., pii)`. Moderate returns an array containing each category and its associated confidence score. Over the coming weeks, expect performance to improve significantly as we optimize the underlying model.
diff --git a/fern/pages/changelog/2022-10-18-pricing-update-and-new-dashboard-ui.mdx b/fern/pages/changelog/2022-10-18-pricing-update-and-new-dashboard-ui.mdx
@@ -5,8 +5,8 @@ type: improved
 createdAt: 'Tue Oct 18 2022 22:27:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Unlock Cohere AI with Trial Keys, Production Keys, updated UI, Quickstart
-  Guides, improved team features, and enhanced custom model details and metrics.
+  Unlock new features, including production keys, flat-rate pricing, improved
+  UI, and enhanced team collaboration and model insights.
 ---
 - Free, rate limited Trial Keys for experimentation, testing, and playground usage
 - Production keys with no rate limit for serving Cohere in production applications

diff --git a/...elog/2022-11-03-coclassify-powered-by-our-representational-model-embeddings.mdx b/...elog/2022-11-03-coclassify-powered-by-our-representational-model-embeddings.mdx
@@ -5,7 +5,7 @@ type: improved
 createdAt: 'Thu Nov 03 2022 22:33:02 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Classify text with few-shot learning and embeddings from our Representational
-  model.
+  Improve few-shot classification with Co.classify and embeddings from our
+  Representational model.
 ---
 The Co.classify endpoint now serves few-shot classification tasks using embeddings from our Representational model for the small, medium, and large default models.
diff --git a/fern/pages/changelog/2022-11-03-new-logit-bias-experimental-parameter.mdx b/fern/pages/changelog/2022-11-03-new-logit-bias-experimental-parameter.mdx
@@ -5,7 +5,7 @@ type: added
 createdAt: 'Thu Nov 03 2022 22:34:05 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Our generative models now support logit bias to prevent unwanted tokens and
-  encourage desired ones.
+  Take control of your generative models with the new logit_bias parameter to
+  guide token generation.
 ---
 Our Generative models have now the option to use the new logit_bias parameter to prevent the model from generating unwanted tokens or to incentivize it to include desired tokens. Logit bias is supported in all our default Generative models.
diff --git a/fern/pages/changelog/2022-11-07-new-look-for-docs.mdx b/fern/pages/changelog/2022-11-07-new-look-for-docs.mdx
@@ -5,8 +5,8 @@ type: improved
 createdAt: 'Mon Nov 07 2022 21:44:01 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Explore our updated docs with interactive tutorials, improved architecture,
-  and a UI refresh for a streamlined experience.
+  Explore our updated docs with interactive tutorials, improved info
+  architecture, and a UI refresh for a streamlined experience.
 ---
 We've updated our docs to better suit our new developer journey! You'll have a sleeker, more streamlined documentation experience.
 

diff --git a/.../changelog/2022-11-08-improvements-to-current-models-new-beta-model-command.mdx b/.../changelog/2022-11-08-improvements-to-current-models-new-beta-model-command.mdx
@@ -5,8 +5,8 @@ type: added
 createdAt: 'Tue Nov 08 2022 16:43:50 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Introducing new and improved Medium and XLarge models, outperforming previous
-  versions on various tasks. Learn more about our Command model too!
+  Introducing new and improved Medium and XLarge models, plus a Command model
+  for precise responses to commands.
 ---
 **New & Improved Medium & Extremely Large**
 

diff --git a/fern/pages/changelog/2022-12-02-model-sizing-update-improvements.mdx b/fern/pages/changelog/2022-12-02-model-sizing-update-improvements.mdx
@@ -5,8 +5,8 @@ type: improved
 createdAt: 'Fri Dec 02 2022 16:28:42 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Important update: As of Dec 2, 2022, we are consolidating our generative
-  models. Learn more here.
+  We're updating our generative AI models to offer improved Medium and X-Large
+  options.
 ---
 Effective December 2, 2022, we will be consolidating our generative models and only serving our Medium (focused on speed) and X-Large (focused on quality). We will also be discontinuing support for our Medium embedding model.
 

diff --git a/...angelog/2022-12-12-multilingual-text-understanding-model-language-detection.mdx b/...angelog/2022-12-12-multilingual-text-understanding-model-language-detection.mdx
@@ -5,8 +5,8 @@ type: added
 createdAt: 'Mon Dec 12 2022 15:52:44 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Unlock multilingual semantic search with Cohere's new model, and easily detect
-  languages with the `co.detect_language()` endpoint.
+  Cohere's multilingual model now supports semantic search across 100 languages
+  with a single index.
 ---
 Cohere's multilingual text understanding model is now available! The `multilingual-22-12` model can be used to semantically search within a single language, as well as across languages. Compared to keyword search, where you often need separate tokenizers and indices to handle different languages, the deployment of the multilingual model for search is trivial: no language-specific handling is needed — everything can be done by a single model within a single index.
 

diff --git a/fern/pages/changelog/2023-01-17-command-model-nightly-available.mdx b/fern/pages/changelog/2023-01-17-command-model-nightly-available.mdx
@@ -5,8 +5,8 @@ type: improved
 createdAt: 'Tue Jan 17 2023 20:24:25 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Stay up-to-date with our Common models' nightly versions, offering improved
-  performance and fast response for all your chatbot needs.
+  Get improved performance with our new nightly versions of Command models, now
+  available in medium and x-large sizes.
 ---
 Nightly versions of our Common models are now available. This means that every week, you can expect the performance of command-nightly to improve as we continually retrain them.
 

diff --git a/fern/pages/changelog/2023-01-17-command-r-is-a-scalable-llm-for-business.mdx b/fern/pages/changelog/2023-01-17-command-r-is-a-scalable-llm-for-business.mdx
@@ -5,8 +5,8 @@ type: ''
 createdAt: 'Thu Apr 04 2024 15:11:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Unlock dynamic, accurate, and complex responses with Command R+, our new large
-  language model, optimized for conversational AI.
+  Explore Command R+, Cohere's powerful language model, excelling in multi-step
+  tool use and complex conversational AI tasks.
 ---
 We're pleased to announce the release of [Command R+](/docs/command-r-plus), our newest and most performant large language model. Command R+ is optimized for conversational interaction and long-context tasks, and it is the recommended model for use cases requiring high performance and accuracy.
 

diff --git a/fern/pages/changelog/2023-01-25-multilingual-support-for-coclassify.mdx b/fern/pages/changelog/2023-01-25-multilingual-support-for-coclassify.mdx
@@ -5,7 +5,7 @@ type: improved
 createdAt: 'Wed Jan 25 2023 04:02:31 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Cohere's co.classify endpoint now supports multilingual embedding with the
-  `multilingual-22-12` model.
+  The co.classify endpoint now supports multilingual capabilities with the new
+  multilingual-22-12 model.
 ---
 The co.classify endpoint now supports the use of Cohere's multilingual embedding model. The `multilingual-22-12 model` is now a valid model input in the co.classify call.
diff --git a/fern/pages/changelog/2023-04-26-model-names-are-changing.mdx b/fern/pages/changelog/2023-04-26-model-names-are-changing.mdx
@@ -5,8 +5,8 @@ type: improved
 createdAt: 'Wed Apr 26 2023 19:44:46 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  We've updated our model names for simplicity. Check out our new names and
-  backwards-compatible previous names.
+  We've updated our model names for simplicity and consistency, and old names
+  will work for now.
 ---
 
 We are updating the names of our models to bring consistency and simplicity to our product offerings. As of today, you will be able to call Cohere’s models via our API and SDK with the new model names, and all of our documentation has been updated to reflect the new naming convention.

diff --git a/fern/pages/changelog/2023-06-23-new-maximum-document-length-for-rerank.mdx b/fern/pages/changelog/2023-06-23-new-maximum-document-length-for-rerank.mdx
@@ -5,7 +5,7 @@ type: ''
 createdAt: 'Fri Jun 23 2023 14:28:33 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  We've updated how the maximum number of documents is calculated for co.rerank.
-  See the new calculation here.
+  Stay up to date with our latest changes to co.rerank, now with an improved
+  maximum document limit.
 ---
 We have updated how the maximum number of documents is calculated for co.rerank. The endpoint will error if `len(documents) * max_chunks_per_doc >10,000` where `max_chunks_per_doc` is set to 10 as default.
diff --git a/fern/pages/changelog/2023-06-28-release-notes-june-28th-2023.mdx b/fern/pages/changelog/2023-06-28-release-notes-june-28th-2023.mdx
@@ -5,8 +5,8 @@ type: added
 createdAt: 'Wed Jun 28 2023 15:50:46 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Latest Command model update brings code & conversation improvements. New:
-  co.rerank() API, streaming in Co.generate(), billing table filters.
+  The latest Command model update brings enhanced code, conversation, and
+  reasoning, along with new API features and usage/billing improvements.
 ---
 **Command Model Updated**  
 The Command model has been updated. Expect improved code and conversational capabilities, as well as reasoning skills on various tasks.

diff --git a/fern/pages/changelog/2023-08-05-release-notes-august-4th-2023.mdx b/fern/pages/changelog/2023-08-05-release-notes-august-4th-2023.mdx
@@ -5,8 +5,8 @@ type: ''
 createdAt: 'Sat Aug 05 2023 01:24:15 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Unlock improved reasoning, conversation, and Okta SSO support with Cohere's
-  Command Model update and Finetuning SDK.
+  Unlock improved reasoning and conversation with Command R+, now featuring Okta
+  OIDC support and an enhanced finetuning SDK.
 ---
 **Command Model Updated**
 The Command model has been updated. Expect improvements in reasoning and conversational capabilities.

diff --git a/fern/pages/changelog/2023-09-27-release-notes-september-29th-2023.mdx b/fern/pages/changelog/2023-09-27-release-notes-september-29th-2023.mdx
@@ -5,9 +5,8 @@ type: ''
 createdAt: 'Wed Sep 27 2023 17:09:56 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Explore co.chat() and Cohere's Chat + RAG Playground, offering improved AI
-  generation, grounded in verifiability and enhanced by retrieval augmented
-  generation.
+  Experience the future of generative AI with co.chat() and explore the power of
+  retrieval-augmented generation for grounded and timely outputs.
 ---
 **We're Releasing co.chat() and the Chat + RAG Playground**
 

diff --git a/fern/pages/changelog/2024-01-02-release-notes-january-x-2024.mdx b/fern/pages/changelog/2024-01-02-release-notes-january-x-2024.mdx
@@ -5,8 +5,8 @@ type: ''
 createdAt: 'Tue Jan 02 2024 19:15:05 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Get the latest on Cohere AI's new features: Connectors, fine-tuning, Embed
-  Jobs API, and more language support in the SDK.
+  Discover new AI capabilities with Cohere's latest features, including improved
+  fine-tuning, Embed Jobs API, and multi-language SDK support.
 ---
 ## Apply Cohere's AI with Connectors!
 

diff --git a/fern/pages/changelog/2024-03-20-python-sdk-v500.mdx b/fern/pages/changelog/2024-03-20-python-sdk-v500.mdx
@@ -5,8 +5,8 @@ type: ''
 createdAt: 'Wed Mar 20 2024 18:37:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Keep your Python SDK integrations up-to-date with our latest release. Check
-  the migration guide for detailed instructions.
+  Stay up-to-date with our latest Python SDK release and learn about deprecated
+  functions and migration instructions.
 image: ../../assets/images/739010f-cohere_meta_image.jpg
 ---
 With the release of our latest Python SDK, there are a number of functions that are no longer supported, including `create_custom_models`.

diff --git a/fern/pages/changelog/2024-03-21-fine-tuning-has-been-added-to-the-python-sdk.mdx b/fern/pages/changelog/2024-03-21-fine-tuning-has-been-added-to-the-python-sdk.mdx
@@ -5,8 +5,8 @@ type: ''
 createdAt: 'Thu Mar 21 2024 18:39:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Explore Cohere's Python SDK update, which now includes fine_tuning with a
-  range of supported functions.
+  Stay up-to-date with Cohere's Python SDK by checking out the new `fine_tuning`
+  feature and its functions.
 image: ../../assets/images/f97bb24-cohere_meta_image.jpg
 ---
 In place of `custom_models`, `fine_tuning` has been added to the Python SDK. See this Python [github repository](https://github.com/cohere-ai/cohere-python/tree/main/src/cohere/finetuning) for the full list of supported functions!
diff --git a/fern/pages/changelog/2024-04-03-python-sdk-v520-release.mdx b/fern/pages/changelog/2024-04-03-python-sdk-v520-release.mdx
@@ -5,8 +5,8 @@ type: ''
 createdAt: 'Wed Apr 03 2024 18:53:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  We've updated our Python SDK with a local tokenizer. Learn more about these
-  changes and how to use them.
+  Stay up to date with our Python SDK update, including local tokenizer defaults
+  and new required fields.
 image: ../../assets/images/090bdae-cohere_meta_image.jpg
 ---
 We've released an additional update for our Python SDK! Here are the highlights.

diff --git a/fern/pages/changelog/2024-04-09-advanced-retrieval-launch.mdx b/fern/pages/changelog/2024-04-09-advanced-retrieval-launch.mdx
@@ -5,7 +5,7 @@ type: ''
 createdAt: 'Tue Apr 09 2024 02:53:14 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Rerank 3: Our newest ranking model with 4096 context length, SOTA performance,
-  and faster inference speed for all document lengths.
+  Rerank 3 offers improved performance and inference speed for long and short
+  documents with a context length of 4096.
 ---
 We're pleased to announce the release of [Rerank 3](/docs/rerank-2) our newest and most performant foundational model for ranking. Rerank 3 boast a context length of 4096, SOTA performance on Code Retrieval, Long Document, and Semi-Structured Data. In addition to quality improvements, we've improved inference speed by a factor of 2x for short documents (doc length \< 512 tokens) and 3x for long documents (doc length ~4096 tokens).
diff --git a/fern/pages/changelog/2024-06-10-release-notes-for-june-10th-2024.mdx b/fern/pages/changelog/2024-06-10-release-notes-for-june-10th-2024.mdx
@@ -5,8 +5,8 @@ type: ''
 createdAt: 'Mon Jun 10 2024 16:06:00 GMT+0000 (Coordinated Universal Time)'
 hidden: false
 description: >-
-  Discover updates to Cohere's tool use, docs, and billing policies, including
-  new multi-step tool use and improved SDK cloud support.
+  Get started with multi-step tool use, explore new docs, and learn about
+  billing changes in Cohere's Chat API.
 image: ../../assets/images/d6d2d1c-cohere_meta_image.jpg
 ---
 ## Multi-step tool use now default in Chat API