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Incorporate feedback.
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@ -322,7 +322,7 @@ fetch descriptions for any given entity ID. Descriptions can be empty, but
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ideally provide more context for entities stored in the KB.
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`spacy-llm` provides a `CandidateSelector` implementation
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(`spacy.CandidateSelector.v1`) that leverages a spaCy knowledge base -as used
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(`spacy.CandidateSelector.v1`) that leverages a spaCy knowledge base - as used
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in an `entity_linking` component - to select candidates. This knowledge base can
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be loaded from an existing spaCy pipeline (note that the pipeline's EL component
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doesn't have to be trained) or from a separate .yaml file.
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@ -359,7 +359,7 @@ candidate.
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| Argument | Description |
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| --------------------- | ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------ |
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| `template` | Custom prompt template to send to LLM model. Defaults to [ner.v3.jinja](https://github.com/explosion/spacy-llm/blob/main/spacy_llm/tasks/templates/ner.v3.jinja). ~~str~~ |
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| `template` | Custom prompt template to send to LLM model. Defaults to [entity_linker.v1.jinja](https://github.com/explosion/spacy-llm/blob/main/spacy_llm/tasks/templates/entity_linker.v1.jinja). ~~str~~ |
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| `parse_responses` | Callable for parsing LLM responses for this task. Defaults to the internal parsing method for this task. ~~Optional[TaskResponseParser[EntityLinkerTask]]~~ |
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| `prompt_example_type` | Type to use for fewshot examples. Defaults to `ELExample`. ~~Optional[Type[FewshotExample]]~~ |
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| `examples` | Optional callable that reads a file containing task examples for few-shot learning. If `None` is passed, zero-shot learning will be used. Defaults to `None`. ~~ExamplesConfigType~~ |
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@ -357,7 +357,7 @@ evaluate the component.
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| Component | Description |
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| ----------------------------------------------------------------------- | ----------------------------------------------------------------------------------------------------------------- |
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| [`spacy.EntityLinker.v1`](/api/large-language-models#summarization-v1) | The entity linking task prompts the model to link all entities in a given text to entries in a knowledge base. |
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| [`spacy.EntityLinker.v1`](/api/large-language-models#el-v1) | The entity linking task prompts the model to link all entities in a given text to entries in a knowledge base. |
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| [`spacy.Summarization.v1`](/api/large-language-models#summarization-v1) | The summarization task prompts the model for a concise summary of the provided text. |
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| [`spacy.NER.v3`](/api/large-language-models#ner-v3) | Implements Chain-of-Thought reasoning for NER extraction - obtains higher accuracy than v1 or v2. |
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| [`spacy.NER.v2`](/api/large-language-models#ner-v2) | Builds on v1 and additionally supports defining the provided labels with explicit descriptions. |
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