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Few Shot Text Classification On Raft

Metrics

Over

ADE

Avg

B77

NIS

OSE

SOT

SRI

TAI

TC

TEH

ToS

Results

Performance results of various models on this benchmark

Comparison Table

Model Name	Over	ADE	Avg	B77	NIS	OSE	SOT	SRI	TAI	TC	TEH	ToS
raft-a-real-world-few-shot-text	0.378	0.163	0.292	0.000	0.572	0.323	0.628	0.027	0.362	0.290	0.303	0.164
few-shot-parameter-efficient-fine-tuning-is	0.95	0.804	0.758	0.695	0.833	0.676	0.915	0.508	0.736	0.879	0.586	0.75
raft-a-real-world-few-shot-text	0.337	0.446	0.331	0.000	0.353	0.164	0.271	0.493	0.344	0.391	0.366	0.471
raft-a-real-world-few-shot-text	0.498	0.600	0.458	0.121	0.561	0.245	0.380	0.492	0.612	0.723	0.311	0.498
raft-a-real-world-few-shot-text	0.838	0.543	0.514	0.023	0.626	0.475	0.455	0.506	0.556	0.625	0.443	0.560
raft-a-real-world-few-shot-text	0.462	0.234	0.382	0.332	0.615	0.360	0.644	0.026	0.469	0.400	0.543	0.122
raft-a-real-world-few-shot-text	0.937	0.686	0.627	0.299	0.679	0.431	0.769	0.516	0.656	0.821	0.526	0.574
raft-a-real-world-few-shot-text	0.681	0.452	0.481	0.149	0.408	0.343	0.406	0.493	0.605	0.636	0.554	0.565
raft-a-real-world-few-shot-text	0.917	0.830	0.735	0.607	0.857	0.646	0.908	0.468	0.609	0.897	0.722	0.627