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  widget:
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- - text: "I am feeling a little blue and anxious today..."
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+ tags:
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+ - text-classification
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+ - emotion
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+ - multi-label
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+ - transformers
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+ - deberta-v3
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+ - huggingface
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  widget:
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+ - text: "I feel excited but kind of anxious too."
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  ---
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+
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+ # DeBERTa V3 - Multi-label Emotion Classifier
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+
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+ This model is a fine-tuned version of `microsoft/deberta-v3-base` for **multi-label emotion classification**.
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+
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+ ## Model Details
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+
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+ - Base model: `DeBERTa V3`
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+ - Task: Multi-label emotion detection
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+ - Architecture: `DebertaV2ForSequenceClassification`
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+ - Number of labels: 14
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+ - Format: `safetensors`
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+
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+ ## Usage
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+
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+ ```python
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+ from transformers import AutoTokenizer, AutoModelForSequenceClassification
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+ import torch
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+
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+ tokenizer = AutoTokenizer.from_pretrained("PuroFuro/deberta-v3-emotion-multilabel")
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+ model = AutoModelForSequenceClassification.from_pretrained("PuroFuro/deberta-v3-emotion-multilabel")
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+
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+ inputs = tokenizer("I feel nervous but hopeful.", return_tensors="pt")
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+ outputs = model(**inputs)
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+ probs = torch.sigmoid(outputs.logits)
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+ print(probs)