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@@ -318,9 +318,9 @@ pipeline_tag: zero-shot-classification
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  This is [DeBERTa-v3-base](https://hf.co/microsoft/deberta-v3-base) fine-tuned with multi-task learning on 600 tasks of the [tasksource collection](https://github.com/sileod/tasksource/).
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  This checkpoint has strong zero-shot validation performance on many tasks (e.g. 70% on WNLI), and can be used for:
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- - Zero-shot entailment-based classification pipeline (similar to bart-mnli), see [ZS]([ZS] Zero-shot classification pipeline).
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- - Natural language inference, and many other tasks with tasksource-adapters, see [TA]([TA] Tasksource-adapters: 1 line access to hundreds of tasks).
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- - Further fine-tuning with a new task (classification, token classification or multiple-choice) [FT]([FT] Tasknet: 3 lines fine-tuning).
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  # [ZS] Zero-shot classification pipeline
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  ```python
 
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  This is [DeBERTa-v3-base](https://hf.co/microsoft/deberta-v3-base) fine-tuned with multi-task learning on 600 tasks of the [tasksource collection](https://github.com/sileod/tasksource/).
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  This checkpoint has strong zero-shot validation performance on many tasks (e.g. 70% on WNLI), and can be used for:
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+ - Zero-shot entailment-based classification pipeline (similar to bart-mnli), see [ZS].
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+ - Natural language inference, and many other tasks with tasksource-adapters, see [TA].
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+ - Further fine-tuning with a new task or tasksource task (classification, token classification or multiple-choice) [FT].
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  # [ZS] Zero-shot classification pipeline
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  ```python