Few-Shot Text Classification on RAFT

Metric: SOT (higher is better)

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#	Model↕	SOT▼	Extra Data	Paper	Date↕	Code
1	T-Few	0.915	No	Few-Shot Parameter-Efficient Fine-Tuning is Bett...	2022-05-11	Code
2	Human (crowdsourced)	0.908	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
3	GPT-3	0.769	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
4	BART MNLI zero-shot	0.644	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
5	GPT-3 zero-shot	0.628	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
6	AdaBoost	0.455	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
7	GPT-Neo	0.406	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
8	GPT-2	0.38	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
9	Plurality-class	0.271	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code

#1T-FewSOTA
0.915
SOT· 2022-05-11
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Code
#2Human (crowdsourced)SOTA
0.908
SOT· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#3GPT-3
0.769
SOT· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#4BART MNLI zero-shot
0.644
SOT· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#5GPT-3 zero-shot
0.628
SOT· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#6AdaBoost
0.455
SOT· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#7GPT-Neo
0.406
SOT· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#8GPT-2
0.38
SOT· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#9Plurality-class
0.271
SOT· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code