Paraphrase Identification on Quora Question Pairs (test)
91.3AccuracyDRCN
Evaluation Results
| Method | Links | |
|---|---|---|
| DRCNEnsemble=true2018.05 | 91.3 | |
| DRCNEnsemble=false2018.05 | 90.15 | |
| DRCN2022.03 | 90.1 | |
| DEIM2022.03 | 90.1 | |
| DIINensemble=true2017.09 | 89.84 | |
| DIINEnsemble=true2018.05 | 89.84 | |
| SANsteps=52018.04 | 89.4 | |
| SAN2019.08 | 89.4 | |
| RE22022.03 | 89.4 | |
| CSRAN2019.08 | 89.2 | |
| RE22019.08 | 89.2 | |
| DIINAttention Mechanism=Yes2018.05 | 89.1 | |
| MwANAttention Mechanism=Yes2018.05 | 89.1 | |
| Gong et al.2018.04 | 89.1 | |
| DIIN2019.08 | 89.1 | |
| MwAN2019.08 | 89.1 | |
| DIINensemble=false2017.09 | 89.06 | |
| DIINEnsemble=false2018.05 | 89.06 | |
| pt-DECATT_char2017.09 | 88.4 | |
| pt-DECATT charPre-training=Paralex, Type=character n-gram2017.04 | 88.4 | |
| pt-DECATTcharAttention Mechanism=Yes2018.05 | 88.4 | |
| pt-DecAttchar.cEnsemble=false2018.05 | 88.4 | |
| Tomar et al.2018.04 | 88.4 | |
| pt-DecAttn-charInput Granularity=character2019.08 | 88.4 | |
| BIMPMAttention Mechanism=Yes2018.05 | 88.2 | |
| SuBiLSTMBase Model=Siamese, Attention Mechanism=No2018.05 | 88.2 | |
| BiMPM2019.08 | 88.2 | |
| BIMPM2022.03 | 88.2 | |
| BiMPM2017.02 | 88.17 | |
| BiMPM2017.09 | 88.17 | |
| BIMPM2017.04 | 88.17 | |
| BiMPMEnsemble=false2018.05 | 88.17 | |
| SuBiLSTM-TiedBase Model=Siamese, Attention Mechanism=No2018.05 | 88.1 | |
| aESIM2018.12 | 88.01 | |
| 2-layer BiLSTMBase Model=Siamese, Attention Mechanism=No, Number of Layers=22018.05 | 87.9 | |
| BiLSTMBase Model=Siamese, Attention Mechanism=No2018.05 | 87.8 | |
| DECATT paralex-charPre-training=Paralex, Embeddings=character n-gram2017.04 | 87.77 | |
| pt-DECATT_word2017.09 | 87.54 | |
| pt-DECATT wordPre-training=Paralex, Type=word-based2017.04 | 87.54 | |
| pt-DecAttn-wordInput Granularity=word2019.08 | 87.5 | |
| ESIM2018.12 | 86.98 | |
| DECATT charEmbeddings=character n-gram2017.04 | 86.84 | |
| DECATT gloveEmbeddings=GloVe2017.04 | 86.52 | |
| Capsule-BiGRU2022.03 | 86.1 | |
| L.D.C.2017.02 | 85.55 | |
| L.D.C2017.09 | 85.55 | |
| L.D.C2017.04 | 85.55 | |
| L.D.C.Ensemble=false2018.05 | 85.55 | |
| L.D.C2018.12 | 85.55 | |
| ESIM2022.03 | 85.4 | |
| DECATT wordEmbeddings=None (word-based)2017.04 | 85.27 | |
| FFNN charEmbeddings=character n-gram2017.04 | 85.06 | |
| FFNN wordEmbeddings=uni-gram + tri-gram word2017.04 | 84.35 | |
| Multi-Perspective-LSTM2017.02 | 83.21 | |
| Multi-Perspective-LSTM2017.09 | 83.21 | |
| Multi-Perspective-LSTM2017.04 | 83.21 | |
| MP LSTMEnsemble=false2018.05 | 83.21 | |
| Multi-Perspective-LSTM2018.12 | 83.21 | |
| Siamese-LSTM2017.02 | 82.58 | |
| Siamese-LSTM2017.09 | 82.58 | |
| Siamese-LSTM2017.04 | 82.58 | |
| Siamese-LSTMEnsemble=false2018.05 | 82.58 | |
| Siamese-LSTM2018.12 | 82.58 | |
| LSTM2022.03 | 81.4 | |
| Multi-Perspective-CNN2017.02 | 81.38 | |
| Multi-Perspective CNN2017.09 | 81.38 | |
| Multi-Perspective CNN2017.04 | 81.38 | |
| Multi perspective-CNN2018.12 | 81.38 | |
| Siamese-CNN2017.02 | 79.6 | |
| Siamese-CNN2017.09 | 79.6 | |
| Siamese-CNN2017.04 | 79.6 | |
| Siamese-CNN2018.12 | 79.6 |