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Sentiment Analysis

Dataset

Models

  • Transformer from scratch
  • DistilBERT
  • FLAN T5 (prompting)

Results

IMDB sentiment analysis

Model F1
Trasformer from scratch 79.19%
DistilBERT 93%
Zero-shot prompting 90.75%

To-Do

  • Banking Intent classification:
    • Fine-tune with custom pipeline
    • Fine-tune with hugging face pipline
  • Twitter sentiment analysis:
    • Fine-tune with hugging face pipline
    • Instruction tuning (prompting) FLAN T5

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