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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: F1 (higher is better)
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#
Model
↕
F1
▼
Extra Data
Paper
Date
↕
Code
1
ALICE
90.7
No
SMART: Robust and Efficient Fine-Tuning for Pre-...
2019-11-08
Code
2
RoBERTa-large 355M + Entailment as Few-shot Learner
89.2
No
Entailment as Few-Shot Learner
2021-04-29
Code
3
Charformer-Tall
88.5
No
Charformer: Fast Character Transformers via Grad...
2021-06-23
Code
4
RealFormer
88.28
No
RealFormer: Transformer Likes Residual Attention
2020-12-21
Code
5
FNet-Large
85
No
FNet: Mixing Tokens with Fourier Transforms
2021-05-09
Code
6
StructBERTRoBERTa ensemble
74.4
No
StructBERT: Incorporating Language Structures in...
2019-08-13
-
7
XLNet-Large (ensemble)
74.2
No
XLNet: Generalized Autoregressive Pretraining fo...
2019-06-19
Code
8
ASA + RoBERTa
73.7
No
Adversarial Self-Attention for Language Understa...
2022-06-25
Code
9
Snorkel MeTaL(ensemble)
73.1
No
Training Complex Models with Multi-Task Weak Sup...
2018-10-05
Code
10
MT-DNN
72.4
No
Multi-Task Deep Neural Networks for Natural Lang...
2019-01-31
Code
11
ASA + BERT-base
72.3
No
Adversarial Self-Attention for Language Understa...
2022-06-25
Code
12
BERT-LARGE
72.1
No
BERT: Pre-training of Deep Bidirectional Transfo...
2018-10-11
Code
13
SpanBERT
71.9
No
SpanBERT: Improving Pre-training by Representing...
2019-07-24
Code
14
TinyBERT
71.3
No
TinyBERT: Distilling BERT for Natural Language U...
2019-09-23
Code
15
ERNIE
71.2
No
ERNIE: Enhanced Language Representation with Inf...
2019-05-17
Code