Sentence Classification on CR (test)
93.48AccuracyAPO
Evaluation Results
| Method | Links | |
|---|---|---|
| APO2025.12 | 93.48 | |
| DE2025.12 | 93.38 | |
| APE2025.12 | 92.87 | |
| PRL2025.12 | 92.83 | |
| GA2025.12 | 92.75 | |
| PIAST (E)variant=Ensemble2025.12 | 92.55 | |
| PIAST2025.12 | 92.35 | |
| PIAST (LOO)variant=Leave-one-out2025.12 | 92.15 | |
| T-few 3Bsamples per class=82022.10 | 92.1 | |
| PIAST (I)variant=Iterative2025.12 | 91.53 | |
| NI2025.12 | 91.5 | |
| Ensemble of SetFit + OCDsamples per class=82022.10 | 91.2 | |
| SetFit + OCDsamples per class=82022.10 | 90.5 | |
| Mean of 5 OCD instancessamples per class=82022.10 | 90.3 | |
| SetFitsamples per class=82022.10 | 88.5 | |
| MI2025.12 | 87.25 | |
| SRU (8 layers)Size=502k, Optimizer=Adam, Word embeddings=fixed2017.09 | 86.4 | |
| Zhao et al. (2015)2017.09 | 86.3 | |
| SRU (4 layers)Size=303k, Optimizer=Adam, Word embeddings=fixed2017.09 | 85.9 | |
| Kim (2014)2017.09 | 85 | |
| SRU (2 layers)Size=204k, Optimizer=Adam, Word embeddings=fixed2017.09 | 84.9 | |
| SRUevaluation=10-fold cross validation2017.09 | 84.8 | |
| DiSANevaluation=10-fold cross validation2017.09 | 84.8 | |
| Zhang and Wallace (2017)2017.09 | 84.7 | |
| QRNN (k=1) + highwaySize=204k, Optimizer=Adam, Word embeddings=fixed2017.09 | 84 | |
| AdaSentevaluation=10-fold cross validation2017.09 | 83.6 | |
| QRNN (k=1)Size=165k, Optimizer=Adam, Word embeddings=fixed2017.09 | 83.5 | |
| CNNSize=360k, Optimizer=Adam, Word embeddings=fixed2017.09 | 83.1 | |
| LSTMSize=352k, Optimizer=Adam, Word embeddings=fixed2017.09 | 82.7 | |
| Wide CNNsevaluation=10-fold cross validation2017.09 | 82.2 | |
| Wang and Manning (2013)2017.09 | 82.1 | |
| Skip-thoughtevaluation=10-fold cross validation2017.09 | 81.3 | |
| cBoWevaluation=10-fold cross validation2017.09 | 79.9 |