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spacy-llm docs cleanup (#12945)

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* Shorten NER section

* fix template references

* simplify sections

* set temperature to 0.0 in examples

* condense model information

* fix parameters for REST models

* set temperature to 0.0

* spelling fix

* trigger preview

* fix quotes

* add small note on noop.v1

* move up example noop config

* set appropriate model example configs

* explain config

* fix

Co-authored-by: Raphael Mitsch <r.mitsch@outlook.com>

---------

Co-authored-by: Raphael Mitsch <r.mitsch@outlook.com>
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@ -108,7 +108,7 @@ labels = ["COMPLIMENT", "INSULT"]
[components.llm.model]
@llm_models = "spacy.GPT-3-5.v1"
config = {"temperature": 0.3}
config = {"temperature": 0.0}
```
Now run:
@ -469,31 +469,38 @@ provider's documentation.
</Infobox>
| Component | Description |
| ------------------------------------------------------------------------------ | ------------------------------------------------------------------------------------ |
| [`spacy.GPT-4.v1`](/api/large-language-models#gpt-4) | OpenAI’s `gpt-4` model family. |
| [`spacy.GPT-3-5.v1`](/api/large-language-models#gpt-3-5) | OpenAI’s `gpt-3-5` model family. |
| [`spacy.Text-Davinci.v1`](/api/large-language-models#text-davinci) | OpenAI’s `text-davinci` model family. |
| [`spacy.Code-Davinci.v1`](/api/large-language-models#code-davinci) | OpenAI’s `code-davinci` model family. |
| [`spacy.Text-Curie.v1`](/api/large-language-models#text-curie) | OpenAI’s `text-curie` model family. |
| [`spacy.Text-Babbage.v1`](/api/large-language-models#text-babbage) | OpenAI’s `text-babbage` model family. |
| [`spacy.Text-Ada.v1`](/api/large-language-models#text-ada) | OpenAI’s `text-ada` model family. |
| [`spacy.Davinci.v1`](/api/large-language-models#davinci) | OpenAI’s `davinci` model family. |
| [`spacy.Curie.v1`](/api/large-language-models#curie) | OpenAI’s `curie` model family. |
| [`spacy.Babbage.v1`](/api/large-language-models#babbage) | OpenAI’s `babbage` model family. |
| [`spacy.Ada.v1`](/api/large-language-models#ada) | OpenAI’s `ada` model family. |
| [`spacy.Command.v1`](/api/large-language-models#command) | Cohere’s `command` model family. |
| [`spacy.Claude-1.v1`](/api/large-language-models#claude-1) | Anthropic’s `claude-1` model family. |
| [`spacy.Claude-instant-1.v1`](/api/large-language-models#claude-instant-1) | Anthropic’s `claude-instant-1` model family. |
| [`spacy.Claude-instant-1-1.v1`](/api/large-language-models#claude-instant-1-1) | Anthropic’s `claude-instant-1.1` model family. |
| [`spacy.Claude-1-0.v1`](/api/large-language-models#claude-1-0) | Anthropic’s `claude-1.0` model family. |
| [`spacy.Claude-1-2.v1`](/api/large-language-models#claude-1-2) | Anthropic’s `claude-1.2` model family. |
| [`spacy.Claude-1-3.v1`](/api/large-language-models#claude-1-3) | Anthropic’s `claude-1.3` model family. |
| [`spacy.Dolly.v1`](/api/large-language-models#dolly) | Dolly models through [Databricks](https://huggingface.co/databricks) on HuggingFace. |
| [`spacy.Falcon.v1`](/api/large-language-models#falcon) | Falcon model through HuggingFace. |
| [`spacy.StableLM.v1`](/api/large-language-models#stablelm) | StableLM model through HuggingFace. |
| [`spacy.OpenLLaMA.v1`](/api/large-language-models#openllama) | OpenLLaMA model through HuggingFace. |
| [LangChain models](/api/large-language-models#langchain-models) | LangChain models for API retrieval. |
| Component | Description |
| ----------------------------------------------------------------------- | ---------------------------------------------- |
| [`spacy.GPT-4.v1`](/api/large-language-models#models-rest) | OpenAI’s `gpt-4` model family. |
| [`spacy.GPT-3-5.v1`](/api/large-language-models#models-rest) | OpenAI’s `gpt-3-5` model family. |
| [`spacy.Text-Davinci.v1`](/api/large-language-models#models-rest) | OpenAI’s `text-davinci` model family. |
| [`spacy.Code-Davinci.v1`](/api/large-language-models#models-rest) | OpenAI’s `code-davinci` model family. |
| [`spacy.Text-Curie.v1`](/api/large-language-models#models-rest) | OpenAI’s `text-curie` model family. |
| [`spacy.Text-Babbage.v1`](/api/large-language-models#models-rest) | OpenAI’s `text-babbage` model family. |
| [`spacy.Text-Ada.v1`](/api/large-language-models#models-rest) | OpenAI’s `text-ada` model family. |
| [`spacy.Davinci.v1`](/api/large-language-models#models-rest) | OpenAI’s `davinci` model family. |
| [`spacy.Curie.v1`](/api/large-language-models#models-rest) | OpenAI’s `curie` model family. |
| [`spacy.Babbage.v1`](/api/large-language-models#models-rest) | OpenAI’s `babbage` model family. |
| [`spacy.Ada.v1`](/api/large-language-models#models-rest) | OpenAI’s `ada` model family. |
| [`spacy.Command.v1`](/api/large-language-models#models-rest) | Cohere’s `command` model family. |
| [`spacy.Claude-2.v1`](/api/large-language-models#models-rest) | Anthropic’s `claude-2` model family. |
| [`spacy.Claude-1.v1`](/api/large-language-models#models-rest) | Anthropic’s `claude-1` model family. |
| [`spacy.Claude-instant-1.v1`](/api/large-language-models#models-rest) | Anthropic’s `claude-instant-1` model family. |
| [`spacy.Claude-instant-1-1.v1`](/api/large-language-models#models-rest) | Anthropic’s `claude-instant-1.1` model family. |
| [`spacy.Claude-1-0.v1`](/api/large-language-models#models-rest) | Anthropic’s `claude-1.0` model family. |
| [`spacy.Claude-1-2.v1`](/api/large-language-models#models-rest) | Anthropic’s `claude-1.2` model family. |
| [`spacy.Claude-1-3.v1`](/api/large-language-models#models-rest) | Anthropic’s `claude-1.3` model family. |
| [`spacy.Dolly.v1`](/api/large-language-models#models-hf) | Dolly models through HuggingFace. |
| [`spacy.Falcon.v1`](/api/large-language-models#models-hf) | Falcon models through HuggingFace. |
| [`spacy.Llama2.v1`](/api/large-language-models#models-hf) | Llama2 models through HuggingFace. |
| [`spacy.StableLM.v1`](/api/large-language-models#models-hf) | StableLM models through HuggingFace. |
| [`spacy.OpenLLaMA.v1`](/api/large-language-models#models-hf) | OpenLLaMA models through HuggingFace. |
| [LangChain models](/api/large-language-models#langchain-models) | LangChain models for API retrieval. |
Note that the chat models variants of Llama 2 are currently not supported. This
is because they need a particular prompting setup and don't add any discernible
benefits in the use case of `spacy-llm` (i. e. no interactive chat) compared to
the completion model variants.
### Cache {id="cache"}