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Models/Human (crowdsourced)

Human (crowdsourced)

Reported on 36 benchmarks across 3 tasks · 1 paper · 27 SOTA

Note: results are matched by exact model name. Different papers may use the same name for different model variants.

Natural Language Processing24 results

Text ClassificationonRAFT
ADE· 2021-09-28
0.83
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
Avg· 2021-09-28
0.735
best: 0.758 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
B77· 2021-09-28
0.607
best: 0.695 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
NIS· 2021-09-28
0.857
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
OSE· 2021-09-28
0.646
best: 0.676 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
SOT· 2021-09-28
0.908
best: 0.915 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
TC· 2021-09-28
0.897
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
TEH· 2021-09-28
0.722
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
ToS· 2021-09-28
0.627
best: 0.75 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
ADE· 2021-09-28
0.83
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
Avg· 2021-09-28
0.735
best: 0.758 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
B77· 2021-09-28
0.607
best: 0.695 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
NIS· 2021-09-28
0.857
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
OSE· 2021-09-28
0.646
best: 0.676 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
SOT· 2021-09-28
0.908
best: 0.915 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
TC· 2021-09-28
0.897
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
TEH· 2021-09-28
0.722
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
ToS· 2021-09-28
0.627
best: 0.75 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
Over· 2021-09-28
0.917
best: 0.95 (T-Few)
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
SRI· 2021-09-28
0.468
best: 0.516 (GPT-3)
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Text ClassificationonRAFT
TAI· 2021-09-28
0.609
best: 0.736 (T-Few)
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
Over· 2021-09-28
0.917
best: 0.95 (T-Few)
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
SRI· 2021-09-28
0.468
best: 0.516 (GPT-3)
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
Few-Shot Text ClassificationonRAFT
TAI· 2021-09-28
0.609
best: 0.736 (T-Few)
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076

Methodology12 results

ClassificationonRAFT
ADE· 2021-09-28
0.83
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
Avg· 2021-09-28
0.735
best: 0.758 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
B77· 2021-09-28
0.607
best: 0.695 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
NIS· 2021-09-28
0.857
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
OSE· 2021-09-28
0.646
best: 0.676 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
SOT· 2021-09-28
0.908
best: 0.915 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
TC· 2021-09-28
0.897
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
TEH· 2021-09-28
0.722
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
ToS· 2021-09-28
0.627
best: 0.75 (T-Few)
SOTA
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
Over· 2021-09-28
0.917
best: 0.95 (T-Few)
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
SRI· 2021-09-28
0.468
best: 0.516 (GPT-3)
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076
ClassificationonRAFT
TAI· 2021-09-28
0.609
best: 0.736 (T-Few)
RAFT: A Real-World Few-Shot Text Classification Benchmark arXiv:2109.14076