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--- |
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language: "en" |
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tags: |
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- distilroberta |
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- sentiment |
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- emotion |
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- twitter |
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- reddit |
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widget: |
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- text: "Oh my God, he's lost it. He's totally lost it." |
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- text: "What?" |
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- text: "Wow, congratulations! So excited for you!" |
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--- |
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# Fine-tuned DistilRoBERTa-base for Emotion Classification 🤬🤢😀😐😭😲 |
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# Model Description |
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DistilRoBERTa-base is a transformer model that performs sentiment analysis. I fine-tuned the model on transcripts from the Friends show with the goal of classifying emotions from text data, specifically dialogue from Netflix shows or movies. The model predicts 6 Ekman emotions and a neutral class. These emotions include anger, disgust, fear, joy, neutrality, sadness, and surprise. |
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The model is a fine-tuned version of [Emotion English DistilRoBERTa-base](https://huggingface.co/j-hartmann/emotion-english-distilroberta-base/) and [DistilRoBERTa-base](https://huggingface.co/j-hartmann/emotion-english-distilroberta-base). This model was initially trained on the following table from [Emotion English DistilRoBERTa-base](https://huggingface.co/j-hartmann/emotion-english-distilroberta-base/): |
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|Name|anger|disgust|fear|joy|neutral|sadness|surprise| |
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|---|---|---|---|---|---|---|---| |
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|Crowdflower (2016)|Yes|-|-|Yes|Yes|Yes|Yes| |
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|Emotion Dataset, Elvis et al. (2018)|Yes|-|Yes|Yes|-|Yes|Yes| |
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|GoEmotions, Demszky et al. (2020)|Yes|Yes|Yes|Yes|Yes|Yes|Yes| |
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|ISEAR, Vikash (2018)|Yes|Yes|Yes|Yes|-|Yes|-| |
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|MELD, Poria et al. (2019)|Yes|Yes|Yes|Yes|Yes|Yes|Yes| |
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|SemEval-2018, EI-reg, Mohammad et al. (2018) |Yes|-|Yes|Yes|-|Yes|-| |
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It was fine-tuned on: |
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|Name|anger|disgust|fear|joy|neutral|sadness|surprise| |
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|---|---|---|---|---|---|---|---| |
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|Emotion Lines (Friends)|Yes|Yes|Yes|Yes|Yes|Yes|Yes| |
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# How to Use |
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```python |
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from transformers import pipeline |
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classifier = pipeline("sentiment-analysis", model="michellejieli/emotion_text_classifier") |
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classifier("I love this!") |
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``` |
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```python |
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Output: |
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[{'label': 'joy', 'score': 0.9887555241584778}] |
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``` |
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# Contact |
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Please reach out to [michelleli1999@gmail.com](mailto:michelleli1999@gmail.com) if you have any questions or feedback. |
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# Reference |
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``` |
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Jochen Hartmann, "Emotion English DistilRoBERTa-base". https://huggingface.co/j-hartmann/emotion-english-distilroberta-base/, 2022. |
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Ashritha R Murthy and K M Anil Kumar 2021 IOP Conf. Ser.: Mater. Sci. Eng. 1110 012009 |
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``` |
