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Remove binary textcat example. Format.
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@ -673,22 +673,6 @@ prompt.
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The formatting of few-shot examples is the same as those for the
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The formatting of few-shot examples is the same as those for the
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[v1](#textcat-v1) implementation.
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[v1](#textcat-v1) implementation.
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If you want to perform few-shot learning with a binary classifier, you can
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provide positive and negative examples - e. g.:
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```json
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[
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{
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"text": "You won the lottery! Wire a fee of 200$ to be able to withdraw your winnings.",
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"answer": "Spam"
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},
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{
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"text": "Your order #123456789 has arrived",
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"answer": "NotSpam"
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}
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]
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```
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#### spacy.TextCat.v2 {id="textcat-v2"}
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#### spacy.TextCat.v2 {id="textcat-v2"}
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V2 includes all v1 functionality, with an improved prompt template.
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V2 includes all v1 functionality, with an improved prompt template.
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@ -718,22 +702,6 @@ V2 includes all v1 functionality, with an improved prompt template.
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The formatting of few-shot examples is the same as those for the
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The formatting of few-shot examples is the same as those for the
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[v1](#textcat-v1) implementation.
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[v1](#textcat-v1) implementation.
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If you want to perform few-shot learning with a binary classifier, you can
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provide positive and negative examples - e. g.:
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```json
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[
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{
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"text": "You won the lottery! Wire a fee of 200$ to be able to withdraw your winnings.",
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"answer": "Spam"
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},
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{
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"text": "Your order #123456789 has arrived",
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"answer": "NotSpam"
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}
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]
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```
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#### spacy.TextCat.v1 {id="textcat-v1"}
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#### spacy.TextCat.v1 {id="textcat-v1"}
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Version 1 of the built-in TextCat task supports both zero-shot and few-shot
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Version 1 of the built-in TextCat task supports both zero-shot and few-shot
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@ -784,8 +752,9 @@ supports `.yml`, `.yaml`, `.json` and `.jsonl`.
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path = "textcat_examples.json"
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path = "textcat_examples.json"
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```
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```
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If you want to perform few-shot learning with a binary classifier (i. e. a text either should or should not be assigned
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If you want to perform few-shot learning with a binary classifier (i. e. a text
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to a given class), you can provide positive and negative examples with the POS/NEG label. An example for spam
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either should or should not be assigned to a given class), you can provide
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positive and negative examples with the POS/NEG label. An example for spam
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classification:
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classification:
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```json
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```json
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