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ResearchFormerly WizWand

Sentence Classification on CR (test)

93.48AccuracyAPO
79.356883.023486.6990.3566Sep 8, 2017Jan 23, 2019Jun 9, 2020Oct 25, 2021Mar 11, 2023Jul 26, 2024Dec 11, 2025
Updated 8mo ago

Evaluation results

MethodLinks
APO2025.1293.48
DE2025.1293.38
APE2025.1292.87
PRL2025.1292.83
GA2025.1292.75
PIAST (E)variant=Ensemble2025.1292.55
PIAST2025.1292.35
PIAST (LOO)variant=Leave-one-out2025.1292.15
T-few 3Bsamples per class=82022.1092.1
PIAST (I)variant=Iterative2025.1291.53
NI2025.1291.5
Ensemble of SetFit + OCDsamples per class=82022.1091.2
SetFit + OCDsamples per class=82022.1090.5
Mean of 5 OCD instancessamples per class=82022.1090.3
SetFitsamples per class=82022.1088.5
MI2025.1287.25
SRU (8 layers)Size=502k, Optimizer=Adam, Word embeddings=fixed2017.0986.4
Zhao et al. (2015)2017.0986.3
SRU (4 layers)Size=303k, Optimizer=Adam, Word embeddings=fixed2017.0985.9
Kim (2014)2017.0985
SRU (2 layers)Size=204k, Optimizer=Adam, Word embeddings=fixed2017.0984.9
SRUevaluation=10-fold cross validation2017.0984.8
DiSANevaluation=10-fold cross validation2017.0984.8
Zhang and Wallace (2017)2017.0984.7
QRNN (k=1) + highwaySize=204k, Optimizer=Adam, Word embeddings=fixed2017.0984
AdaSentevaluation=10-fold cross validation2017.0983.6
QRNN (k=1)Size=165k, Optimizer=Adam, Word embeddings=fixed2017.0983.5
CNNSize=360k, Optimizer=Adam, Word embeddings=fixed2017.0983.1
LSTMSize=352k, Optimizer=Adam, Word embeddings=fixed2017.0982.7
Wide CNNsevaluation=10-fold cross validation2017.0982.2
Wang and Manning (2013)2017.0982.1
Skip-thoughtevaluation=10-fold cross validation2017.0981.3
cBoWevaluation=10-fold cross validation2017.0979.9