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clarify accuracy claim
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@ -205,7 +205,6 @@ not require labels.
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| ----------- | ------------------------------------------------------ |
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| ----------- | ------------------------------------------------------ |
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| **RETURNS** | The labels added to the component. ~~Tuple[str, ...]~~ |
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| **RETURNS** | The labels added to the component. ~~Tuple[str, ...]~~ |
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## Tasks {id="tasks"}
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## Tasks {id="tasks"}
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### Task implementation {id="task-implementation"}
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### Task implementation {id="task-implementation"}
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@ -316,8 +315,9 @@ The NER task identifies non-overlapping entities in text.
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Version 3 is fundamentally different to v1 and v2, as it implements
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Version 3 is fundamentally different to v1 and v2, as it implements
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Chain-of-Thought prompting, based on the
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Chain-of-Thought prompting, based on the
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[PromptNER paper](https://arxiv.org/pdf/2305.15444.pdf) by Ashok and Lipton
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[PromptNER paper](https://arxiv.org/pdf/2305.15444.pdf) by Ashok and Lipton
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(2023). From preliminary experiments, we've found this implementation to obtain
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(2023). On an internal use-case, we have found this implementation to obtain
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significant better accuracy.
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significant better accuracy - with an increase of F-score of up to 15 percentage
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points.
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> #### Example config
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> #### Example config
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>
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>
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