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Hierarchical_Emotions

Fine-grained text emotions analysis from a hierarchical perspective. The hierarchical label stucture is applied in our new disigned loss function.

What is GoEmotions

Dataset labeled 58000 Reddit comments with 28 emotions

  • admiration, amusement, anger, annoyance, approval, caring, confusion, curiosity, desire, disappointment, disapproval, disgust, embarrassment, excitement, fear, gratitude, grief, joy, love, nervousness, optimism, pride, realization, relief, remorse, sadness, surprise + neutral

Requirements

  • torch==1.4.0
  • transformers==2.11.0
  • attrdict==2.0.1

Hyperparameters

You can change the parameters from the json files in config directory.

Parameter
Learning rate 5e-5
Warmup proportion 0.1
Epochs 10
Max Seq Length 50
Batch size 16

Reference

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