← Few-Shot Text Classification
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RAFT

아카이브 평가 9건 · 마지막 적재/변경

평가 기록

과거 수집 기록이며 최신 순위가 아닙니다. 데이터셋 버전·split·실험 조건과 지표 방향이 검증되지 않은 결과는 직접 비교할 수 없습니다. 날짜는 논문 날짜이며 최신 평가일을 뜻하지 않습니다.

표가 화면보다 넓으면 좌우로 스크롤하여 논문과 구현 링크를 확인하세요.

원본 기록 순서 · 순위 미부여
모델원본 지표·값논문구현
T-Few
Avg
0.758
ADE
0.804
B77
0.695
NIS
0.833
OSE
0.676
Over
0.95
SOT
0.915
SRI
0.508
TAI
0.736
ToS
0.75
TEH
0.586
TC
0.879
Few-Shot Parameter-Efficient Fine-Tuning is Better and Cheaper than In-Context Learning
2022-05-11
코드 1 · 코드 2
Human (crowdsourced)
Avg
0.735
ADE
0.830
B77
0.607
NIS
0.857
OSE
0.646
Over
0.917
SOT
0.908
SRI
0.468
TAI
0.609
ToS
0.627
TEH
0.722
TC
0.897
RAFT: A Real-World Few-Shot Text Classification Benchmark
2021-09-28
코드 1
GPT-3
Avg
0.627
ADE
0.686
B77
0.299
NIS
0.679
OSE
0.431
Over
0.937
SOT
0.769
SRI
0.516
TAI
0.656
ToS
0.574
TEH
0.526
TC
0.821
RAFT: A Real-World Few-Shot Text Classification Benchmark
2021-09-28
코드 1
AdaBoost
Avg
0.514
ADE
0.543
B77
0.023
NIS
0.626
OSE
0.475
Over
0.838
SOT
0.455
SRI
0.506
TAI
0.556
ToS
0.560
TEH
0.443
TC
0.625
RAFT: A Real-World Few-Shot Text Classification Benchmark
2021-09-28
코드 1
GPT-Neo
Avg
0.481
ADE
0.452
B77
0.149
NIS
0.408
OSE
0.343
Over
0.681
SOT
0.406
SRI
0.493
TAI
0.605
ToS
0.565
TEH
0.554
TC
0.636
RAFT: A Real-World Few-Shot Text Classification Benchmark
2021-09-28
코드 1
GPT-2
Avg
0.458
ADE
0.600
B77
0.121
NIS
0.561
OSE
0.245
Over
0.498
SOT
0.380
SRI
0.492
TAI
0.612
ToS
0.498
TEH
0.311
TC
0.723
RAFT: A Real-World Few-Shot Text Classification Benchmark
2021-09-28
코드 1
BART MNLI zero-shot
Avg
0.382
ADE
0.234
B77
0.332
NIS
0.615
OSE
0.360
Over
0.462
SOT
0.644
SRI
0.026
TAI
0.469
ToS
0.122
TEH
0.543
TC
0.400
RAFT: A Real-World Few-Shot Text Classification Benchmark
2021-09-28
코드 1
Plurality-class
Avg
0.331
ADE
0.446
B77
0.000
NIS
0.353
OSE
0.164
Over
0.337
SOT
0.271
SRI
0.493
TAI
0.344
ToS
0.471
TEH
0.366
TC
0.391
RAFT: A Real-World Few-Shot Text Classification Benchmark
2021-09-28
코드 1
GPT-3 zero-shot
Avg
0.292
ADE
0.163
B77
0.000
NIS
0.572
OSE
0.323
Over
0.378
SOT
0.628
SRI
0.027
TAI
0.362
ToS
0.164
TEH
0.303
TC
0.290
RAFT: A Real-World Few-Shot Text Classification Benchmark
2021-09-28
코드 1