Few-Shot Text Classification on RAFT

Metric: TC (higher is better)

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#	Model↕	TC▼	Extra Data	Paper	Date↕	Code
1	Human (crowdsourced)	0.897	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
2	T-Few	0.879	No	Few-Shot Parameter-Efficient Fine-Tuning is Bett...	2022-05-11	Code
3	GPT-3	0.821	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
4	GPT-2	0.723	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
5	GPT-Neo	0.636	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
6	AdaBoost	0.625	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
7	BART MNLI zero-shot	0.4	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
8	Plurality-class	0.391	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
9	GPT-3 zero-shot	0.29	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code

#1Human (crowdsourced)SOTA
0.897
TC· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#2T-Few
0.879
TC· 2022-05-11
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Code
#3GPT-3
0.821
TC· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#4GPT-2
0.723
TC· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#5GPT-Neo
0.636
TC· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#6AdaBoost
0.625
TC· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#7BART MNLI zero-shot
0.4
TC· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#8Plurality-class
0.391
TC· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#9GPT-3 zero-shot
0.29
TC· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code