Text Classification on RAFT

Metric: Over (higher is better)

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#	Model↕	Over▼	Extra Data	Paper	Date↕	Code
1	T-Few	0.95	No	Few-Shot Parameter-Efficient Fine-Tuning is Bett...	2022-05-11	Code
2	GPT-3	0.937	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
3	Human (crowdsourced)	0.917	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
4	AdaBoost	0.838	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
5	GPT-Neo	0.681	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
6	GPT-2	0.498	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
7	BART MNLI zero-shot	0.462	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
8	GPT-3 zero-shot	0.378	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
9	Plurality-class	0.337	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code

#1T-FewSOTA
0.95
Over· 2022-05-11
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Code
#2GPT-3SOTA
0.937
Over· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#3Human (crowdsourced)
0.917
Over· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#4AdaBoost
0.838
Over· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#5GPT-Neo
0.681
Over· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#6GPT-2
0.498
Over· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#7BART MNLI zero-shot
0.462
Over· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#8GPT-3 zero-shot
0.378
Over· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#9Plurality-class
0.337
Over· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code