Text Classification on RAFT

Metric: ToS (higher is better)

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#	Model↕	ToS▼	Extra Data	Paper	Date↕	Code
1	T-Few	0.75	No	Few-Shot Parameter-Efficient Fine-Tuning is Bett...	2022-05-11	Code
2	Human (crowdsourced)	0.627	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
3	GPT-3	0.574	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
4	GPT-Neo	0.565	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
5	AdaBoost	0.56	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	Plurality-class	0.471	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
8	GPT-3 zero-shot	0.164	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code
9	BART MNLI zero-shot	0.122	No	RAFT: A Real-World Few-Shot Text Classification ...	2021-09-28	Code

#1T-FewSOTA
0.75
ToS· 2022-05-11
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning Code
#2Human (crowdsourced)SOTA
0.627
ToS· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#3GPT-3
0.574
ToS· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#4GPT-Neo
0.565
ToS· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#5AdaBoost
0.56
ToS· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#6GPT-2
0.498
ToS· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#7Plurality-class
0.471
ToS· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#8GPT-3 zero-shot
0.164
ToS· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code
#9BART MNLI zero-shot
0.122
ToS· 2021-09-28
RAFT: A Real-World Few-Shot Text Classification Benchmark Code