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@@ -45,14 +45,6 @@ datasets:
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  - tabularisai/swahili_sentiment_dataset
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  ---
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- > [!TIP]
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- > ๐Ÿš€ These models are now available through the Tabularis API.
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- > Fast multilingual sentiment + emotion classification in 23 languages with structured outputs and simple pricing.
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- >
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- > โœ… Free 10K credits/month
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- > ๐Ÿ“š Docs + API key: https://tabularis.ai/sentiment-analysis/
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-
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-
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  # ๐Ÿš€ Multilingual Sentiment Classification Model (23 Languages)
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  # NEWS!
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  - 2025/8: Major model update +1 new language: **Swahili**! Also, general improvements accross all languages.
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- - 2025/8: Free DEMO API for our model! Please see below!
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  - 2025/7: Weโ€™ve just released ModernFinBERT, a model weโ€™ve been working on for a while. Itโ€™s built on the ModernBERT architecture and trained on a mix of real and synthetic data, with LLM-based label correction applied to public datasets to fix human annotation errors.
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  Itโ€™s performing well across a range of benchmarks โ€” in some cases improving accuracy by up to 48% over existing models like FinBERT.
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  You can check it out here on Hugging Face:
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  ๐Ÿ‘‰ https://huggingface.co/tabularisai/ModernFinBERT
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- ## ๐Ÿ”Œ Hosted DEMO API
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  We provide a hosted inference API:
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  - Customer service optimization
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  - Competitive intelligence
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  ## Model Description
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  ## Citation
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  ```bib
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- @misc{tabularisai2025multilingualsentiment,
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- author = {Vadim Borisov and Samuel Gyamfi and Richard H. Schreiber},
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- title = {Multilingual Sentiment Analysis},
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- year = {2025},
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- doi = {10.57967/hf/5968},
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- url = {https://huggingface.co/tabularisai/multilingual-sentiment-analysis},
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- publisher = {Hugging Face},
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- note = {Revision 69afb83}
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  }
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  ```
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  - tabularisai/swahili_sentiment_dataset
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  ---
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  # ๐Ÿš€ Multilingual Sentiment Classification Model (23 Languages)
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  # NEWS!
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  - 2025/8: Major model update +1 new language: **Swahili**! Also, general improvements accross all languages.
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+ - 2025/8: Free API for our model! Please see below!
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  - 2025/7: Weโ€™ve just released ModernFinBERT, a model weโ€™ve been working on for a while. Itโ€™s built on the ModernBERT architecture and trained on a mix of real and synthetic data, with LLM-based label correction applied to public datasets to fix human annotation errors.
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  Itโ€™s performing well across a range of benchmarks โ€” in some cases improving accuracy by up to 48% over existing models like FinBERT.
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  You can check it out here on Hugging Face:
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  ๐Ÿ‘‰ https://huggingface.co/tabularisai/ModernFinBERT
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+ - 2024/12: We are excited to introduce a multilingual sentiment model! Now you can analyze sentiment across multiple languages, enhancing your global reach.
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+
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+ ## ๐Ÿ”Œ Hosted API
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  We provide a hosted inference API:
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  - Customer service optimization
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  - Competitive intelligence
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+ > If you wish to use this model for commercial purposes, please obtain a license by contacting: info@tabularis.ai
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  ## Model Description
 
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  ## Citation
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  ```bib
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+ @misc{tabularisai_2025,
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+ author = { tabularisai and Samuel Gyamfi and Vadim Borisov and Richard H. Schreiber },
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+ title = { multilingual-sentiment-analysis (Revision 69afb83) },
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+ year = 2025,
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+ url = { https://huggingface.co/tabularisai/multilingual-sentiment-analysis },
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+ doi = { 10.57967/hf/5968 },
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+ publisher = { Hugging Face }
 
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  }
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  ```
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