Promit

README.md

@@ -45,14 +45,6 @@ datasets:
 - tabularisai/swahili_sentiment_dataset
 ---
 
-> [!TIP]
-> 🚀 These models are now available through the Tabularis API.
-> Fast multilingual sentiment + emotion classification in 23 languages with structured outputs and simple pricing.
->
-> ✅ Free 10K credits/month
-> 📚 Docs + API key: https://tabularis.ai/sentiment-analysis/
-
-
 
 # 🚀 Multilingual Sentiment Classification Model (23 Languages)
 
@@ -71,6 +63,8 @@ It’s performing well across a range of benchmarks — in some cases improving
 You can check it out here on Hugging Face:
 👉 https://huggingface.co/tabularisai/ModernFinBERT
 
+- 2024/12: We are excited to introduce a multilingual sentiment model! Now you can analyze sentiment across multiple languages, enhancing your global reach.
+
 
 ## 🔌 Hosted DEMO API
 
@@ -100,6 +94,7 @@ curl -X POST https://api.tabularis.ai/ \
   - Customer service optimization
   - Competitive intelligence
 
+> If you wish to use this model for commercial purposes, please obtain a license by contacting: info@tabularis.ai
 
 
 ## Model Description
@@ -212,14 +207,13 @@ Synthetic data reduces bias, but validation in real-world scenarios is advised.
 
 ## Citation
 ```bib
-@misc{tabularisai2025multilingualsentiment,
-  author    = {Vadim Borisov and Samuel Gyamfi and Richard H. Schreiber},
-  title     = {Multilingual Sentiment Analysis},
-  year      = {2025},
-  doi       = {10.57967/hf/5968},
-  url       = {https://huggingface.co/tabularisai/multilingual-sentiment-analysis},
-  publisher = {Hugging Face},
-  note      = {Revision 69afb83}
+@misc{tabularisai_2025,
+	author       = { tabularisai and Samuel Gyamfi and Vadim Borisov and Richard H. Schreiber },
+	title        = { multilingual-sentiment-analysis (Revision 69afb83) },
+	year         = 2025,
+	url          = { https://huggingface.co/tabularisai/multilingual-sentiment-analysis },
+	doi          = { 10.57967/hf/5968 },
+	publisher    = { Hugging Face }
 }
 ```