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SotA/Natural Language Processing/Few-Shot Text Classification/RAFT

Few-Shot Text Classification on RAFT

Metric: TAI (higher is better)

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#Model↕TAI▼Extra DataPaperDate↕Code
1T-Few0.736NoFew-Shot Parameter-Efficient Fine-Tuning is Bett...2022-05-11Code
2GPT-30.656NoRAFT: A Real-World Few-Shot Text Classification ...2021-09-28Code
3GPT-20.612NoRAFT: A Real-World Few-Shot Text Classification ...2021-09-28Code
4Human (crowdsourced)0.609NoRAFT: A Real-World Few-Shot Text Classification ...2021-09-28Code
5GPT-Neo0.605NoRAFT: A Real-World Few-Shot Text Classification ...2021-09-28Code
6AdaBoost0.556NoRAFT: A Real-World Few-Shot Text Classification ...2021-09-28Code
7BART MNLI zero-shot0.469NoRAFT: A Real-World Few-Shot Text Classification ...2021-09-28Code
8GPT-3 zero-shot0.362NoRAFT: A Real-World Few-Shot Text Classification ...2021-09-28Code
9Plurality-class0.344NoRAFT: A Real-World Few-Shot Text Classification ...2021-09-28Code