readme: ---
  language: "en"
  tags:
  - distilroberta
  - sentiment
  - emotion
  - twitter
  - reddit
  
  widget:
  - text: "Oh my God, he's lost it. He's totally lost it."
  - text: "What?"
  - text: "Wow, congratulations! So excited for you!"
  
  ---
  
  # Fine-tuned DistilRoBERTa-base for Emotion Classification 🤬🤢😀😐😭😲
  
  # Model Description 
  
  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.
  
  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/):
  
  |Name|anger|disgust|fear|joy|neutral|sadness|surprise|
  |---|---|---|---|---|---|---|---|
  |Crowdflower (2016)|Yes|-|-|Yes|Yes|Yes|Yes|
  |Emotion Dataset, Elvis et al. (2018)|Yes|-|Yes|Yes|-|Yes|Yes|
  |GoEmotions, Demszky et al. (2020)|Yes|Yes|Yes|Yes|Yes|Yes|Yes|
  |ISEAR, Vikash (2018)|Yes|Yes|Yes|Yes|-|Yes|-|
  |MELD, Poria et al. (2019)|Yes|Yes|Yes|Yes|Yes|Yes|Yes|
  |SemEval-2018, EI-reg, Mohammad et al. (2018) |Yes|-|Yes|Yes|-|Yes|-|
  
  It was fine-tuned on:
  |Name|anger|disgust|fear|joy|neutral|sadness|surprise|
  |---|---|---|---|---|---|---|---|
  |Emotion Lines (Friends)|Yes|Yes|Yes|Yes|Yes|Yes|Yes|
  
  # How to Use 
  
  ```python
  from transformers import pipeline
  classifier = pipeline("sentiment-analysis", model="michellejieli/emotion_text_classifier")
  classifier("I love this!")
  ```
  
  ```python
  Output:
  [{'label': 'joy', 'score': 0.9887555241584778}]
  ```
  
  # Contact
  
  Please reach out to [michelle.li851@duke.edu](mailto:michelle.li851@duke.edu) if you have any questions or feedback.
  
  
  # Reference
  
  ```
  Jochen Hartmann, "Emotion English DistilRoBERTa-base". https://huggingface.co/j-hartmann/emotion-english-distilroberta-base/, 2022.
  Ashritha R Murthy and K M Anil Kumar 2021 IOP Conf. Ser.: Mater. Sci. Eng. 1110 012009
  ```