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63.3GLEU

Transformer + Pre-training + Iterative refinement + Ensemble Decoding (8)

Updated 1mo ago

Evaluation Results

Method	Links
Transformer + Pre-training + Iterative refinement + Ensemble Decoding (8) 2019.10		63.3
Lichtarge et al. 2020.05		63.3
Base + FB learning and inference 2018.07		62.42
Human performance 2018.07		62.37
ELECTRA-VERNet 2021.05		62.07
ELECTRA-VERNet 2021.05		62.05
BERT-fuse GED + R2L 2020.05		62
Kaneko et al. 2020.05		62
BERT-fuse (GED) 2021.05		62
ELECTRA-VERNet 2021.05		61.8
Lichtarge et al. 2020.05		61.6
ELECTRA-VERNet 2021.05		61.6
SMT-NMT hybrid 2018.07		61.5
SMT + NMT (Bi-GRU) + LM + Ensemble Decoding (4) + Spellcheck 2019.10		61.5
Base + FB learning 2018.07		61.41
Kiyono et al.* 2020.05		61.4
Basic GEC 2021.05		61.4
BERT-fuse GED 2020.05		61.3
Kaneko et al. 2020.05		61.3
BERT-fuse (GED) 2021.05		61.3
BERT-VERNet 2021.05		61.24
BERT-fuse 2020.05		61.2
BERT-fuse mask 2020.05		61.2
Grundkiewicz et al. 2020.05		61.2
Kiyono et al. 2020.05		61.2
BERT-VERNet 2021.05		61.17
BERT-VERNet 2021.05		61.16
BERT-VERNet 2021.05		61.1
Transformer + Pre-training + LM + Spellcheck + Ensemble Decoding (4) 2019.10		61
PIE 2019.10		61
w/o BERT 2020.05		61
Basic GEC 2021.05		61
Base convolutional seq2seq 2018.07		60.87
Awasthi et al. 2020.05		60.3
Adapted-transformer 2018.07		59.9
Kiyono et al. 2020.05		59.7
Kiyono et al. 2020.05		59.7
CNN + LM + Ensemble Decoding (4) + Spellcheck 2019.10		57.5
NUS18 2018.07		57.47
BART-based 2020.05		57.3
BART-based 2020.05		57.2
NUS17 2018.07		56.78
BERT-fuse GED 2020.05		54.4
BERT-fuse mask 2020.05		54.2
BERT-fuse 2020.05		54.1
BERT-init 2020.05		53
w/o BERT 2020.05		52.7