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- sentiment-analysis
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Modern-FinBERT-large
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- sentiment-analysis
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# Modern-FinBERT-large: Financial Sentiment Analysis
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**Modern-FinBERT-large** is a state-of-the-art NLP model designed for **financial sentiment analysis**. It extends the **ModernBERT** language model by further training it on a vast financial corpus, ensuring domain-specific accuracy. This additional training fine-tunes the model for **sentiment classification** in financial texts.
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For fine-tuning, the model leverages the **[Financial PhraseBank](https://www.researchgate.net/publication/251231107_Good_Debt_or_Bad_Debt_Detecting_Semantic_Orientations_in_Economic_Texts)** by Malo et al. (2014), a widely used benchmark dataset in financial NLP.
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To learn more, refer to the research paper **[FinBERT: Financial Sentiment Analysis with Pre-trained Language Models](https://arxiv.org/abs/1908.10063)** and our in-depth **[blog post](https://medium.com/prosus-ai-tech-blog/finbert-financial-sentiment-analysis-with-bert-b277a3607101)** on Medium.
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### Sentiment Labels
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The model outputs a **softmax distribution** across three sentiment labels:
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- ✅ **Positive**
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- ❌ **Negative**
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- ⚖ **Neutral**
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