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SotA/Natural Language Processing/Paraphrase Identification/Quora Question Pairs

Paraphrase Identification on Quora Question Pairs

Metric: Accuracy (higher is better)

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#Model↕Accuracy▼Extra DataPaperDate↕Code
1data2vec92.4Nodata2vec: A General Framework for Self-supervise...2022-02-07Code
2Charformer-Tall91.4NoCharformer: Fast Character Transformers via Grad...2021-06-23Code
3RealFormer91.34NoRealFormer: Transformer Likes Residual Attention2020-12-21Code
4StructBERTRoBERTa ensemble90.7NoStructBERT: Incorporating Language Structures in...2019-08-13-
5MFAE90.54No--Code
6XLNet-Large (ensemble)90.3NoXLNet: Generalized Autoregressive Pretraining fo...2019-06-19Code
7Snorkel MeTaL(ensemble)89.9NoTraining Complex Models with Multi-Task Weak Sup...2018-10-05Code
8MT-DNN89.6NoMulti-Task Deep Neural Networks for Natural Lang...2019-01-31Code
9SpanBERT89.5NoSpanBERT: Improving Pre-training by Representing...2019-07-24Code
10RE289.2NoSimple and Effective Text Matching with Richer A...2019-08-01Code
11MwAN 89.12No--Code
12DIIN89.06NoNatural Language Inference over Interaction Space2017-09-13Code
13MSEM88.86NoMulti-task Sentence Encoding Model for Semantic ...2019-11-18-
14Bi-CAS-LSTM88.6NoCell-aware Stacked LSTMs for Modeling Sentences2018-09-07-
15pt-DecAtt88.4NoNeural Paraphrase Identification of Questions wi...2017-04-15-
16TRANS-BLSTM88.28NoTRANS-BLSTM: Transformer with Bidirectional LSTM...2020-03-16-
17BiMPM88.17NoBilateral Multi-Perspective Matching for Natural...2017-02-13Code
18GenSen87.01NoLearning General Purpose Distributed Sentence Re...2018-03-30Code
191-3[0.8pt/2pt] Random80NoSelf-Explaining Structures Improve NLP Models2020-12-03Code
20FreeLB74.8NoSMART: Robust and Efficient Fine-Tuning for Pre-...2019-11-08Code