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Natural Language Processing
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Semantic Textual Similarity
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Quora Question Pairs
Semantic Textual Similarity on Quora Question Pairs
Metric: Accuracy (higher is better)
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#
Model
↕
Accuracy
▼
Extra Data
Paper
Date
↕
Code
1
data2vec
92.4
No
data2vec: A General Framework for Self-supervise...
2022-02-07
Code
2
Charformer-Tall
91.4
No
Charformer: Fast Character Transformers via Grad...
2021-06-23
Code
3
RealFormer
91.34
No
RealFormer: Transformer Likes Residual Attention
2020-12-21
Code
4
StructBERTRoBERTa ensemble
90.7
No
StructBERT: Incorporating Language Structures in...
2019-08-13
-
5
MFAE
90.54
No
-
-
Code
6
XLNet-Large (ensemble)
90.3
No
XLNet: Generalized Autoregressive Pretraining fo...
2019-06-19
Code
7
Snorkel MeTaL(ensemble)
89.9
No
Training Complex Models with Multi-Task Weak Sup...
2018-10-05
Code
8
MT-DNN
89.6
No
Multi-Task Deep Neural Networks for Natural Lang...
2019-01-31
Code
9
SpanBERT
89.5
No
SpanBERT: Improving Pre-training by Representing...
2019-07-24
Code
10
RE2
89.2
No
Simple and Effective Text Matching with Richer A...
2019-08-01
Code
11
MwAN
89.12
No
-
-
Code
12
DIIN
89.06
No
Natural Language Inference over Interaction Space
2017-09-13
Code
13
MSEM
88.86
No
Multi-task Sentence Encoding Model for Semantic ...
2019-11-18
-
14
Bi-CAS-LSTM
88.6
No
Cell-aware Stacked LSTMs for Modeling Sentences
2018-09-07
-
15
pt-DecAtt
88.4
No
Neural Paraphrase Identification of Questions wi...
2017-04-15
-
16
TRANS-BLSTM
88.28
No
TRANS-BLSTM: Transformer with Bidirectional LSTM...
2020-03-16
-
17
BiMPM
88.17
No
Bilateral Multi-Perspective Matching for Natural...
2017-02-13
Code
18
GenSen
87.01
No
Learning General Purpose Distributed Sentence Re...
2018-03-30
Code
19
1-3[0.8pt/2pt] Random
80
No
Self-Explaining Structures Improve NLP Models
2020-12-03
Code
20
FreeLB
74.8
No
SMART: Robust and Efficient Fine-Tuning for Pre-...
2019-11-08
Code