diff --git a/website/docs/api/large-language-models.mdx b/website/docs/api/large-language-models.mdx
index a120a1cbe..db5a8ee8b 100644
--- a/website/docs/api/large-language-models.mdx
+++ b/website/docs/api/large-language-models.mdx
@@ -682,7 +682,7 @@ OpenAI's `gpt-4` model family.
 > [components.llm.model]
 > @llm_models = "spacy.GPT-4.v1"
 > name = "gpt-4"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                                 |
@@ -705,7 +705,7 @@ OpenAI's `gpt-3-5` model family.
 > [components.llm.model]
 > @llm_models = "spacy.GPT-3-5.v1"
 > name = "gpt-3.5-turbo"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                                                                         |
@@ -728,7 +728,7 @@ OpenAI's `text-davinci` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Text-Davinci.v1"
 > name = "text-davinci-003"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                              |
@@ -751,7 +751,7 @@ OpenAI's `code-davinci` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Code-Davinci.v1"
 > name = "code-davinci-002"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -774,7 +774,7 @@ OpenAI's `text-curie` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Text-Curie.v1"
 > name = "text-curie-001"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -797,7 +797,7 @@ OpenAI's `text-babbage` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Text-Babbage.v1"
 > name = "text-babbage-001"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -820,7 +820,7 @@ OpenAI's `text-ada` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Text-Ada.v1"
 > name = "text-ada-001"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -843,7 +843,7 @@ OpenAI's `davinci` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Davinci.v1"
 > name = "davinci"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -866,7 +866,7 @@ OpenAI's `curie` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Curie.v1"
 > name = "curie"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -889,7 +889,7 @@ OpenAI's `babbage` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Babbage.v1"
 > name = "babbage"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -912,7 +912,7 @@ OpenAI's `ada` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Ada.v1"
 > name = "ada"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -935,7 +935,7 @@ Cohere's `command` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Command.v1"
 > name = "command"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                                                     |
@@ -958,7 +958,7 @@ Anthropic's `claude-2` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Claude-2.v1"
 > name = "claude-2"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -981,7 +981,7 @@ Anthropic's `claude-1` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Claude-1.v1"
 > name = "claude-1"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -1004,7 +1004,7 @@ Anthropic's `claude-instant-1` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Claude-instant-1.v1"
 > name = "claude-instant-1"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                                   |
@@ -1027,7 +1027,7 @@ Anthropic's `claude-instant-1.1` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Claude-instant-1-1.v1"
 > name = "claude-instant-1.1"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                                         |
@@ -1050,7 +1050,7 @@ Anthropic's `claude-1.0` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Claude-1-0.v1"
 > name = "claude-1.0"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -1073,7 +1073,7 @@ Anthropic's `claude-1.2` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Claude-1-2.v1 "
 > name = "claude-1.2"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -1096,7 +1096,7 @@ Anthropic's `claude-1.3` model family.
 > [components.llm.model]
 > @llm_models = "spacy.Claude-1-3.v1"
 > name = "claude-1.3"
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument    | Description                                                                                                                                       |
@@ -1381,7 +1381,7 @@ The name of the model to be used has to be passed in via the `name` attribute.
 > @llm_models = "langchain.OpenAI.v1"
 > name = "gpt-3.5-turbo"
 > query = {"@llm_queries": "spacy.CallLangChain.v1"}
-> config = {"temperature": 0.3}
+> config = {"temperature": 0.0}
 > ```
 
 | Argument | Description                                                                                                                                                           |