Few-Shot Text Classification on RAFT

Metric: NIS (higher is better)

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#	Model↕	NIS▼	Extra Data	Paper	Date↕	Code
1	Human (crowdsourced)	0.857	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
2	T-Few	0.833	No	Few-Shot Parameter-Efficient Fine-Tuning is Bett...	2022-05-11	Code
3	GPT-3	0.679	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
4	AdaBoost	0.626	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
5	BART MNLI zero-shot	0.615	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
6	GPT-3 zero-shot	0.572	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
7	GPT-2	0.561	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
8	GPT-Neo	0.408	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
9	Plurality-class	0.353	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code