Few-Shot Text Classification on RAFT

Metric: B77 (higher is better)

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#	Model↕	B77▼	Extra Data	Paper	Date↕	Code
1	T-Few	0.695	No	Few-Shot Parameter-Efficient Fine-Tuning is Bett...	2022-05-11	Code
2	Human (crowdsourced)	0.607	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
3	BART MNLI zero-shot	0.332	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
4	GPT-3	0.299	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
5	GPT-Neo	0.149	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
6	GPT-2	0.121	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
7	AdaBoost	0.023	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
8	Plurality-class	0	No	-	-	Code
9	GPT-3 zero-shot	0	No	-	-	Code

#1T-FewSOTA
0.695
B77· 2022-05-11
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Code
#2Human (crowdsourced)SOTA
0.607
B77· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#3BART MNLI zero-shot
0.332
B77· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#4GPT-3
0.299
B77· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#5GPT-Neo
0.149
B77· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#6GPT-2
0.121
B77· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#7AdaBoost
0.023
B77· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#8Plurality-class
0
B77
No paperCode
#9GPT-3 zero-shot
0
B77
No paperCode