Update version to v0.0.107

mistralai · Dec 20, 2024 · f28a130 · f28a130
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diff --git a/docs/capabilities/batch.md b/docs/capabilities/batch.md
@@ -10,7 +10,7 @@ import TabItem from '@theme/TabItem';
 
 A batch is composed of a list of API requests. The structure of an individual request includes:
 
-- A unique `custom_id` for identifying each request and referening results after completion 
+- A unique `custom_id` for identifying each request and referencing results after completion 
 - A `body` object with message information 
 
 Here's an example of how to structure a batch request:

diff --git a/docs/getting-started/changelog.mdx b/docs/getting-started/changelog.mdx
@@ -21,6 +21,9 @@ November 6, 2024
     - `frequency_penalty`: penalizes the repetition of words based on their frequency in the generated text
     - `n`: number of completions to return for each request, input tokens are only billed once. 
 
+November 6, 2024
+- We downscaled the temperature parameter of `pixtral-12b`, `ministral-3b-2410`, and `ministral-8b-2410` by a multiplier of 0.43 to improve consistency, quality, and unify model behavior.
+
 October 9, 2024
 - We released Ministral 3B (`ministral-3b-2410`) and Ministral 8B (`ministral-8b-2410`). 
 

diff --git a/docs/getting-started/glossary.mdx b/docs/getting-started/glossary.mdx
@@ -84,3 +84,6 @@ allowing the model to understand and generate language more effectively.
 Mistral AI Embeddings API offers cutting-edge, state-of-the-art embeddings for text, 
 which can be used for many NLP tasks. Check out our [Embeddings](/capabilities/embeddings) guide 
 to learn more. 
+
+## Temperature
+Temperature is a fundamental sampling parameter in LLMs that controls the randomness and diversity of the generated outputs. Lower Temperature values result in more deterministic and accurate responses, while higher values introduce more creativity and randomness. This parameter affects the softmax function, which normalizes logits into a probability distribution. Higher Temperatures flatten the distribution, making less likely tokens more probable, while lower Temperatures sharpen the distribution, favoring the most likely tokens. Adjusting the Temperature allows for tailoring the model's behavior to suit different applications, such as requiring high accuracy for tasks like mathematics or classification, or enhancing creativity for tasks like brainstorming or writing novels. Balancing creativity and coherence is crucial, as increasing Temperature can also introduce inaccuracies. Some models, such as `pixtral-12b`, `ministral-3b-2410`, `ministral-8b-2410` and `open-mistral-nemo` have a factor of 0.43 on temperature when used via our services, to align better with how it impacts other models and unify model behaviour.
diff --git a/docs/guides/contribute/_category_.json b/docs/guides/contribute/_category_.json
@@ -1,6 +1,6 @@
 {
     "label": "How to contribute",
-    "position": 1.9,
+    "position": 1.10,
     "link": {
       "type": "doc",
       "id": "contribute_overview"

diff --git a/docs/guides/contribute/overview.md b/docs/guides/contribute/overview.md
@@ -4,7 +4,6 @@ title: Contribute
 slug: overview
 ---
 
-
 # How to contribute
 
 Thank you for your interest in contributing to Mistral AI. We welcome everyone who wishes to contribute and we appreciate your time and effort!

diff --git a/docs/guides/evaluation.md b/docs/guides/evaluation.md
@@ -1,7 +1,7 @@
 ---
 id: evaluation
 title: Evaluation
-sidebar_position: 1.6
+sidebar_position: 1.7
 ---
 
 <a target="_blank" href="https://colab.research.google.com/github/mistralai/cookbook/blob/main/mistral/evaluation/evaluation.ipynb">

diff --git a/docs/guides/finetuning.mdx b/docs/guides/finetuning.mdx
@@ -1,7 +1,7 @@
 ---
 id: finetuning
 title: Fine-tuning
-sidebar_position: 1.5
+sidebar_position: 1.6
 ---
 :::warning[ ]
 There's a monthly storage fee of $2 for each model. For more detailed pricing information, please visit our [pricing page](https://mistral.ai/technology/#pricing). 

diff --git a/docs/guides/observability.md b/docs/guides/observability.md
@@ -2,7 +2,7 @@
 id: observability
 title: Observability
 slug: observability
-sidebar_position: 1.7
+sidebar_position: 1.8
 ---
 
 ## Why observability?

diff --git a/docs/guides/other-resources.mdx b/docs/guides/other-resources.mdx
@@ -2,7 +2,7 @@
 id: other_resources
 title: Other resources
 slug: resources
-sidebar_position: 1.8
+sidebar_position: 1.9
 ---
 
 Visit the [Mistral AI Cookbook](https://github.com/mistralai/cookbook) for additional inspiration,
-Original file line number
+Diff line change
@@ Expand Up / @@ -4,7 +4,6 @@ title: Contribute @@
     slug: overview
     ---
     # How to contribute
     Thank you for your interest in contributing to Mistral AI. We welcome everyone who wishes to contribute and we appreciate your time and effort!
@@ Expand Down @@