  | `spacy.Falcon.v1`    | TII             | `["falcon-rw-1b", "falcon-7b", "falcon-7b-instruct", "falcon-40b-instruct"]`                                 | https://huggingface.co/tiiuae          |
  | `spacy.StableLM.v1`  | Stability AI    | `["stablelm-base-alpha-3b", "stablelm-base-alpha-7b", "stablelm-tuned-alpha-3b", "stablelm-tuned-alpha-7b"]` | https://huggingface.co/stabilityai     |
  | `spacy.OpenLLaMA.v1` | OpenLM Research | `["open_llama_3b", "open_llama_7b", "open_llama_7b_v2", "open_llama_13b"]`                                   | https://huggingface.co/openlm-research |
  
  See the "HF directory" for more details on each of the models.
  
  Note that Hugging Face will download the model the first time you use it - you
  can
  [define the cached directory](https://huggingface.co/docs/huggingface_hub/main/en/guides/manage-cache)
  by setting the environmental variable `HF_HOME`.
  
 
</s> remove as well as through task-specific component factories:

- `llm_ner`
- `llm_spancat`
- `llm_rel`
- `llm_textcat`
- `llm_sentiment`
- `llm_summarization`
 </s> add as well as through task-specific component factories: `llm_ner`, `llm_spancat`, `llm_rel`,
`llm_textcat`, `llm_sentiment` and `llm_summarization`. </s> remove > # Construction via add_pipe with default GPT3.5 model and NER task
 </s> add > # Construction via add_pipe with the default GPT 3.5 model and an explicitly defined task </s> remove > # Construction via add_pipe with task-specific factory and default GPT3.5 model
> parser = nlp.add_pipe("llm-ner", config=config)
 </s> add > # Construction via add_pipe with a task-specific factory and default GPT3.5 model
> llm = nlp.add_pipe("llm-ner")
  | `spacy.Falcon.v1`    | TII             | `["falcon-rw-1b", "falcon-7b", "falcon-7b-instruct", "falcon-40b-instruct"]`                                 | https://huggingface.co/tiiuae          |
  | `spacy.StableLM.v1`  | Stability AI    | `["stablelm-base-alpha-3b", "stablelm-base-alpha-7b", "stablelm-tuned-alpha-3b", "stablelm-tuned-alpha-7b"]` | https://huggingface.co/stabilityai     |
  | `spacy.OpenLLaMA.v1` | OpenLM Research | `["open_llama_3b", "open_llama_7b", "open_llama_7b_v2", "open_llama_13b"]`                                   | https://huggingface.co/openlm-research |
  


  Note that Hugging Face will download the model the first time you use it - you
  can
  [define the cached directory](https://huggingface.co/docs/huggingface_hub/main/en/guides/manage-cache)
  by setting the environmental variable `HF_HOME`.
  
keep keep keep keep replace replace keep keep keep keep keep
 Few spacy-llm doc fixes (#12969)

* fix construction example

* shorten task-specific factory list

* small edits to HF models

* small edit to API models

* typo

* fix space

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

---------

Co-authored-by: Raphael Mitsch <r.mitsch@outlook.com> 
website/docs/api/large-language-models.mdx