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@@ -24,7 +24,7 @@ This model is a **fine-tuned version of [xlm-roberta-base](https://huggingface.c
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  - **Languages**: Bengali (Romanized) + English
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  - **Classes**: `0`, `1`, `2`, `3`
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  - **Fine-tuning method**: Full fine-tuning
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- - **Dataset**: [Bengali-English Code-Mixed Sentiment Dataset](https://huggingface.co/datasets/jojocoder28/bn_code_mix_sentiment_dataset)
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  This model provides strong baseline performance for code-mixed sentiment classification and can be directly applied to social media analysis and low-resource NLP research.
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@@ -37,7 +37,7 @@ This model provides strong baseline performance for code-mixed sentiment classif
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  from transformers import AutoTokenizer, AutoModelForSequenceClassification
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  import torch
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- model_id = "jojocoder28/bengali-code-mix-sentiment"
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  tokenizer = AutoTokenizer.from_pretrained(model_id)
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  model = AutoModelForSequenceClassification.from_pretrained(model_id)
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@@ -112,13 +112,13 @@ If you use this model, please cite:
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  author = {Swarnadeep Das},
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  title = {Bengali-English Code-Mixed Sentiment Model},
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  year = {2025},
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- url = {https://huggingface.co/jojocoder28/bengali-code-mix-sentiment}
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  }
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  ```
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  ---
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  ## Acknowledgements
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- - **Dataset**: [Bengali-English Code-Mixed Sentiment Dataset](https://huggingface.co/datasets/jojocoder28/bn_code_mix_sentiment_dataset)
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  - **Base model**: [`xlm-roberta-base`](https://huggingface.co/xlm-roberta-base)
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  - **Frameworks**: [Transformers](https://huggingface.co/docs/transformers), [Datasets](https://huggingface.co/docs/datasets)
 
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  - **Languages**: Bengali (Romanized) + English
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  - **Classes**: `0`, `1`, `2`, `3`
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  - **Fine-tuning method**: Full fine-tuning
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+ - **Dataset**: [Bengali-English Code-Mixed Sentiment Dataset](https://huggingface.co/datasets/Swarnadeep-28/bn_code_mix_sentiment_dataset)
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  This model provides strong baseline performance for code-mixed sentiment classification and can be directly applied to social media analysis and low-resource NLP research.
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  from transformers import AutoTokenizer, AutoModelForSequenceClassification
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  import torch
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+ model_id = "Swarnadeep-28/bengali-code-mix-sentiment"
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  tokenizer = AutoTokenizer.from_pretrained(model_id)
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  model = AutoModelForSequenceClassification.from_pretrained(model_id)
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  author = {Swarnadeep Das},
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  title = {Bengali-English Code-Mixed Sentiment Model},
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  year = {2025},
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+ url = {https://huggingface.co/Swarnadeep-28/bengali-code-mix-sentiment}
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  }
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  ```
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  ---
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  ## Acknowledgements
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+ - **Dataset**: [Bengali-English Code-Mixed Sentiment Dataset](https://huggingface.co/datasets/Swarnadeep-28/bn_code_mix_sentiment_dataset)
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  - **Base model**: [`xlm-roberta-base`](https://huggingface.co/xlm-roberta-base)
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  - **Frameworks**: [Transformers](https://huggingface.co/docs/transformers), [Datasets](https://huggingface.co/docs/datasets)