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ResearchFormerly WizWand

Few-shot Text Classification on Aggregated Text Datasets

2.73Accuracy DifferenceACSESSWeighted
-0.10920.62791.3652.1021Feb 5, 2024
Updated 6mo ago

Evaluation results

MethodLinks
ACSESSWeightedModel=GEMMA, Evaluation Protocol=ICL2024.022.73
ACSESSWeightedModel=Mistral, Evaluation Protocol=ICL2024.022.55
ACSESSWeightedModel=LLAMA, Evaluation Protocol=ICL2024.022.48
CASEModel=Mistral, Evaluation Protocol=ICL2024.022.4
ACSESSUniformModel=Mistral, Evaluation Protocol=ICL2024.022.3
EXPLORAModel=Mistral, Evaluation Protocol=ICL2024.022.17
ACSESSWeightedModel=Zephyr, Evaluation Protocol=ICL2024.022.15
ACSESSWeightedModel=QWEN, Evaluation Protocol=ICL2024.022.09
Active PromptModel=Mistral, Evaluation Protocol=ICL2024.021.89
ACSESSWith RandomModel=Mistral, Evaluation Protocol=ICL2024.021.78
LENSModel=Mistral, Evaluation Protocol=ICL2024.021.73
CartographyHardModel=Mistral, Evaluation Protocol=ICL2024.021.6
ACSESSWeightedModel=MAML, Evaluation Protocol=FSL2024.021.49
ForgettingModel=Mistral, Evaluation Protocol=ICL2024.021.27
ACSESSWeightedModel=FT, Evaluation Protocol=FSL2024.021.07
EntropyModel=Mistral, Evaluation Protocol=ICL2024.021.02
ACSESSWeightedModel=PROTONET, Evaluation Protocol=FSL2024.021.02
MarginModel=Mistral, Evaluation Protocol=ICL2024.020.93
DiversityModel=Mistral, Evaluation Protocol=ICL2024.020.66
CraigModel=Mistral, Evaluation Protocol=ICL2024.020.66
GlisterModel=Mistral, Evaluation Protocol=ICL2024.020.64
LossModel=Mistral, Evaluation Protocol=ICL2024.020.56
Least ConfidenceModel=Mistral, Evaluation Protocol=ICL2024.020.49
RandomModel=Mistral, Evaluation Protocol=ICL2024.020.46
Graph-CutModel=Mistral, Evaluation Protocol=ICL2024.020.42
DeepFoolModel=Mistral, Evaluation Protocol=ICL2024.020.4
CALModel=Mistral, Evaluation Protocol=ICL2024.020.39
GrandModel=Mistral, Evaluation Protocol=ICL2024.020.29
SimilarityModel=Mistral, Evaluation Protocol=ICL2024.020.24
HerdingModel=Mistral, Evaluation Protocol=ICL2024.020.24
CartographyAmbiguousModel=Mistral, Evaluation Protocol=ICL2024.020.21
CartographyEasy+Ambig.Model=Mistral, Evaluation Protocol=ICL2024.020.21
CartographyEasyModel=Mistral, Evaluation Protocol=ICL2024.020.16
KCenterModel=Mistral, Evaluation Protocol=ICL2024.020.13
ClassicModel=Mistral, Evaluation Protocol=ICL2024.020