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SotA/Natural Language Processing/Semantic Textual Similarity/Quora Question Pairs

Semantic Textual Similarity on Quora Question Pairs

Metric: F1 (higher is better)

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#Model↕F1▼Extra DataPaperDate↕Code
1ALICE90.7NoSMART: Robust and Efficient Fine-Tuning for Pre-...2019-11-08Code
2RoBERTa-large 355M + Entailment as Few-shot Learner89.2NoEntailment as Few-Shot Learner2021-04-29Code
3Charformer-Tall88.5NoCharformer: Fast Character Transformers via Grad...2021-06-23Code
4RealFormer88.28NoRealFormer: Transformer Likes Residual Attention2020-12-21Code
5FNet-Large85NoFNet: Mixing Tokens with Fourier Transforms2021-05-09Code
6StructBERTRoBERTa ensemble74.4NoStructBERT: Incorporating Language Structures in...2019-08-13-
7XLNet-Large (ensemble)74.2NoXLNet: Generalized Autoregressive Pretraining fo...2019-06-19Code
8ASA + RoBERTa73.7NoAdversarial Self-Attention for Language Understa...2022-06-25Code
9Snorkel MeTaL(ensemble)73.1NoTraining Complex Models with Multi-Task Weak Sup...2018-10-05Code
10MT-DNN72.4NoMulti-Task Deep Neural Networks for Natural Lang...2019-01-31Code
11ASA + BERT-base72.3NoAdversarial Self-Attention for Language Understa...2022-06-25Code
12BERT-LARGE72.1NoBERT: Pre-training of Deep Bidirectional Transfo...2018-10-11Code
13SpanBERT71.9NoSpanBERT: Improving Pre-training by Representing...2019-07-24Code
14TinyBERT71.3NoTinyBERT: Distilling BERT for Natural Language U...2019-09-23Code
15ERNIE71.2NoERNIE: Enhanced Language Representation with Inf...2019-05-17Code