Classification on RAFT

Metric: ADE (higher is better)

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#	Model↕	ADE▼	Augmentations	Paper	Date↕	Code
1	Human (crowdsourced)	0.83	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
2	T-Few	0.804	No	Few-Shot Parameter-Efficient Fine-Tuning is Bett...	2022-05-11	Code
3	GPT-3	0.686	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
4	GPT-2	0.6	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
5	AdaBoost	0.543	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
6	GPT-Neo	0.452	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
7	Plurality-class	0.446	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
8	BART MNLI zero-shot	0.234	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
9	GPT-3 zero-shot	0.163	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code

#1Human (crowdsourced)SOTA
0.83
ADE· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#2T-Few
0.804
ADE· 2022-05-11
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Code
#3GPT-3
0.686
ADE· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#4GPT-2
0.6
ADE· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#5AdaBoost
0.543
ADE· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#6GPT-Neo
0.452
ADE· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#7Plurality-class
0.446
ADE· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#8BART MNLI zero-shot
0.234
ADE· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#9GPT-3 zero-shot
0.163
ADE· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code