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text classification models

37 models · ranked by HuggingFace downloads

bge-reranker-v2-m3

BGE-Reranker-v2-M3 is BAAI's multilingual cross-encoder reranker built on XLM-RoBERTa, designed for re-ranking retrieved passages in multilingual RAG or search pipelines. It jointly encodes query-passage pairs to produce relevance scores, providing higher accuracy than bi-encoder similarity for the same candidate set. Apache 2.0 licensed with text-embeddings-inference support.

10,087,580 ↓ · 978 ♡

finbert

FinBERT is a BERT model fine-tuned on financial news and financial communications text for financial sentiment analysis, classifying text as positive, negative, or neutral from a finance domain perspective. Developed by Prosus AI (Naspers), it targets applications where general-purpose sentiment models fail on financial jargon and market-specific framing.

6,599,969 ↓ · 1,145 ♡

twitter-roberta-base-sentiment-latest

twitter-roberta-base-sentiment-latest is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

3,474,928 ↓ · 792 ♡

distilbert-base-uncased-finetuned-sst-2-english

distilbert-base-uncased-finetuned-sst-2-english is a DistilBERT model fine-tuned on the Stanford Sentiment Treebank v2 (SST-2) for binary positive/negative sentiment classification of English text. It is one of the most downloaded sentiment classifiers on HuggingFace and commonly used as a demonstration or fast baseline. The model achieves approximately 91% accuracy on the SST-2 validation set.

3,425,818 ↓ · 894 ♡

bge-reranker-base

bge-reranker-base is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

3,316,500 ↓ · 233 ♡

koelectra-small-v3-nsmc

koelectra-small-v3-nsmc is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

3,231,666 ↓ · 5 ♡

twitter-xlm-roberta-base-sentiment

twitter-xlm-roberta-base-sentiment is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

1,460,441 ↓ · 258 ♡

RADAR-Vicuna-7B

RADAR-Vicuna-7B is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

1,425,977 ↓ · 9 ♡

tiny-Qwen2ForSequenceClassification-2.5

tiny-Qwen2ForSequenceClassification-2.5 is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

1,202,342 ↓ · 1 ♡

bert-base-multilingual-uncased-sentiment

bert-base-multilingual-uncased-sentiment is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

1,083,861 ↓ · 474 ♡

finbert-tone

finbert-tone is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

915,883 ↓ · 217 ♡

emotion-english-distilroberta-base

emotion-english-distilroberta-base is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

814,778 ↓ · 493 ♡

twitter-roberta-base-sentiment

twitter-roberta-base-sentiment is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

813,505 ↓ · 335 ♡

distilbert-base-uncased-emotion

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

722,401 ↓ · 164 ♡

roberta-base-openai-detector

roberta-base-openai-detector is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

601,988 ↓ · 132 ♡

robertuito-sentiment-analysis

robertuito-sentiment-analysis is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

601,498 ↓ · 97 ♡

xlm-roberta-base-language-detection

xlm-roberta-base-language-detection is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

595,145 ↓ · 375 ♡

roberta_toxicity_classifier

roberta_toxicity_classifier is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

566,615 ↓ · 71 ♡

deberta-v3-base-prompt-injection-v2

deberta-v3-base-prompt-injection-v2 is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

557,731 ↓ · 106 ♡

turn-detector

turn-detector is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

555,369 ↓ · 100 ♡

multilingual-sentiment-analysis

multilingual-sentiment-analysis is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

553,013 ↓ · 368 ♡

OTel-Reranker-0.6B

OTel-Reranker-0.6B is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

526,935 ↓ · 1 ♡

FinBERT-PT-BR

FinBERT-PT-BR is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

515,471 ↓ · 29 ♡

deberta-large-mnli

deberta-large-mnli is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

482,748 ↓ · 31 ♡

deberta-xlarge-mnli

deberta-xlarge-mnli is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

459,605 ↓ · 23 ♡

Prompt-Guard-86M

Prompt-Guard-86M is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

445,375 ↓ · 325 ♡

roberta-large-mnli

roberta-large-mnli is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

374,941 ↓ · 210 ♡

beto-sentiment-analysis

beto-sentiment-analysis is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

356,044 ↓ · 35 ♡

Qwen2.5-1.5B-apeach

Qwen2.5-1.5B-apeach is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

350,901 ↓ · 5 ♡

Qwen3-Reranker-4B-W4A16-G128

Qwen3-Reranker-4B-W4A16-G128 is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

330,041 ↓ · 2 ♡

phobert-base-vietnamese-sentiment

phobert-base-vietnamese-sentiment is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

321,818 ↓ · 16 ♡

inclusively-classification

inclusively-classification is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

309,227 ↓ · 1 ♡

phishing-email-detection-distilbert_v2.4.1

phishing-email-detection-distilbert_v2.4.1 is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

307,997 ↓ · 24 ♡

fasttext-language-identification

fasttext-language-identification is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

288,654 ↓ · 264 ♡

twitter-xlm-roberta-base-sentiment-multilingual

twitter-xlm-roberta-base-sentiment-multilingual is an open-source text-classification model available on HuggingFace. Details are sourced from the public model registry.

286,941 ↓ · 31 ♡