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zero shot classification models

6 models · ranked by HuggingFace downloads

bart-large-mnli

BART-large fine-tuned on MultiNLI for zero-shot text classification via natural language inference. Given a text and a candidate label, it predicts entailment probability to classify without task-specific training data.

3,213,667 ↓ · 1,575 ♡

nli-deberta-v3-base

nli-deberta-v3-base is an open-source zero-shot-classification model available on HuggingFace. Details are sourced from the public model registry.

357,633 ↓ · 46 ♡

mDeBERTa-v3-base-xnli-multilingual-nli-2mil7

mDeBERTa-v3-base-xnli-multilingual-nli-2mil7 is an open-source zero-shot-classification model available on HuggingFace. Details are sourced from the public model registry.

341,186 ↓ · 375 ♡

nli-deberta-v3-small

DeBERTa-v3-small fine-tuned on MNLI+SNLI for natural language inference and zero-shot text classification, from the sentence-transformers team. The small DeBERTa-v3 backbone outperforms BERT-base on NLI while being much faster than DeBERTa-v3-large.

325,242 ↓ · 14 ♡

distilbert-base-uncased-mnli

distilbert-base-uncased-mnli is an open-source zero-shot-classification model available on HuggingFace. Details are sourced from the public model registry.

299,684 ↓ · 44 ♡

nli-MiniLM2-L6-H768

nli-MiniLM2-L6-H768 is an open-source zero-shot-classification model available on HuggingFace. Details are sourced from the public model registry.

291,492 ↓ · 14 ♡