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Chinese Spelling Check on SIGHAN15 (test)

83.1F1 Score

SpellGCN

Updated 4d ago

Evaluation Results

Method
SpellGCN 2021.06	83.1	-	-	-	-	-	-	-	-	-	85.9	80.6
TtT 2021.06	81.6	-	-	-	-	-	-	-	-	82.7	85.4	78.1
SpellGCN 2021.06	81.3	-	-	-	-	-	-	-	-	-	85.4	77.6
DORM 2023.05	81	-	-	-	-	-	-	-	-	-	77.9	84.3
LEAD 2023.05	80.9	-	-	-	-	-	-	-	-	-	79.2	82.8
MLM-phonetics 2023.05	80.2	-	-	-	-	-	-	-	-	-	77.5	83.1
TtT 2021.06	80	-	-	-	-	-	-	-	-	81.5	85	75.6
DORM 2023.05	79.6	-	-	-	-	-	-	-	-	-	76.6	82.8
PLOME 2023.05	79.4	-	-	-	-	-	-	-	-	-	77.4	81.5
REALISE 2023.05	79.3	-	-	-	-	-	-	-	-	-	77.3	81.3
LEAD 2023.05	79.3	-	-	-	-	-	-	-	-	-	77.6	81.2
DCN 2023.05	79	-	-	-	-	-	-	-	-	-	77.1	80.9
Soft-Masked BERT w/. Masked-FT 2023.05	79	-	-	-	-	-	-	-	-	-	76.3	81.8
MDCSpell 2023.05	78.3	-	-	-	-	-	-	-	-	-	78.4	78.2
PHMOSpell 2023.05	78.1	-	-	-	-	-	-	-	-	-	89.6	69.2
BERT w/. Masked-FT 2023.05	77.9	-	-	-	-	-	-	-	-	-	76.7	79.1
REALISE 2023.05	77.8	-	-	-	-	-	-	-	-	-	75.9	79.9
REALISE 2023.05	77.8	-	-	-	-	-	-	-	-	-	75.9	79.9
SpellGCN 2023.05	77.7	-	-	-	-	-	-	-	-	-	74.8	80.7
MLM-phonetics 2023.05	77.5	-	-	-	-	-	-	-	-	-	74.9	80.2
PLOME 2023.05	77.2	-	-	-	-	-	-	-	-	-	75.3	79.3
PLOME 2023.05	77.2	-	-	-	-	-	-	-	-	-	75.3	79.3
DCN 2023.05	76.3	-	-	-	-	-	-	-	-	-	74.5	78.2
DCN 2023.05	76.3	-	-	-	-	-	-	-	-	-	74.5	78.2
BERT 2023.05	76.1	-	-	-	-	-	-	-	-	-	74.2	78
SpellGCN 2023.05	75.9	-	-	-	-	-	-	-	-	-	72.1	77.7
SpellGCN 2023.05	75.9	-	-	-	-	-	-	-	-	-	72.1	77.7
ConfusBERT 2023.05	74.4	-	-	-	-	-	-	-	-	-	72.7	76.1
SoftMask-BERT 2021.06	73.5	-	-	-	-	-	-	-	-	80.9	73.7	73.2
BERT 2023.05	73.4	-	-	-	-	-	-	-	-	-	71.6	75.3
Chunk 2021.06	72.8	-	-	-	-	-	-	-	-	76.8	88.1	62
BERT 2023.05	72.8	-	-	-	-	-	-	-	-	-	73	72.6
BERT-finetune 2021.06	71.1	-	-	-	-	-	-	-	-	75.4	84.1	61.5
Soft-Masked BERT 2023.05	70.1	-	-	-	-	-	-	-	-	-	67.6	72.8
Confusionset 2021.06	69.8	-	-	-	-	-	-	-	-	-	66.8	73.1
Chunk 2021.06	69.4	-	-	-	-	-	-	-	-	74.6	87.3	57.6
SoftMask-BERT 2021.06	66.4	-	-	-	-	-	-	-	-	77.4	66.7	66.2
BERT-finetune 2021.06	65.1	-	-	-	-	-	-	-	-	71.6	82.2	53.9
Confusionset 2021.06	64.9	-	-	-	-	-	-	-	-	-	71.5	59.5
HanSpeller++ 2021.06	64	-	-	-	-	-	-	-	-	70.1	80.3	53.3
FASPell 2021.06	63.5	-	-	-	-	-	-	-	-	74.2	67.6	60
FASPell 2021.06	62.6	-	-	-	-	-	-	-	-	73.7	66.6	59.1
HanSpeller++ 2021.06	62.5	-	-	-	-	-	-	-	-	69.2	79.7	51.5
Hybird 2021.06	62.3	-	-	-	-	-	-	-	-	-	56.6	69.4
Transformer-s2s 2021.06	60.9	-	-	-	-	-	-	-	-	67	73.1	52.2
Transformer-s2s 2021.06	59.6	-	-	-	-	-	-	-	-	66.2	72.5	50.6
GPT2-finetune 2021.06	59.4	-	-	-	-	-	-	-	-	65.1	70	51.9
GPT2-finetune 2021.06	58.5	-	-	-	-	-	-	-	-	64.6	69.1	50.7
Hybird 2021.06	57.1	-	-	-	-	-	-	-	-	-	-	-
NCTU-NTUT 2021.06	45.7	-	-	-	-	-	-	-	-	60.1	71.7	33.6
NTOU 2021.06	42	-	-	-	-	-	-	-	-	42.2	42.2	41.8
NCTU-NTUT 2021.06	37.5	-	-	-	-	-	-	-	-	56.4	66.3	26.1
NTOU 2021.06	36.6	-	-	-	-	-	-	-	-	39	38.1	35.2
KUAS 2021.05	-	53.2	57.5	24.6	34.4	51.5	53.7	21.1	30.3	-	-	-
NTOU 2021.05	-	42.2	42.2	41.8	42	39	38.1	35.2	36.6	-	-	-
NCTU-NTUT 2021.05	-	60.1	71.7	33.6	45.7	56.4	66.3	26.1	37.5	-	-	-
HanSpeller++ 2021.05	-	70.1	80.3	53.3	64	69.2	79.7	51.5	62.5	-	-	-
LMC 2021.05	-	54.6	63.8	21.5	32.1	52.3	57.9	16.7	26	-	-	-
Sequence Labeling 2021.05	-	-	56.6	69.4	62.3	-	-	-	57.1	-	-	-
FASpell 2021.05	-	74.2	67.6	60	63.5	73.7	66.6	59.1	62.6	-	-	-
Soft-Masked BERT 2021.05	-	80.9	73.7	73.2	73.5	77.4	66.7	66.2	66.4	-	-	-
SpellGCN 2021.05	-	-	74.8	80.7	77.7	-	72.1	77.7	75.9	-	-	-
BERT 2021.05	-	82.4	74.2	78	76.1	81	71.6	75.3	73.4	-	-	-
REALISE 2021.05	-	84.7	77.3	81.3	79.3	84	75.9	79.9	77.8	-	-	-
BERT 2021.05	-	-	-	-	76.3	-	-	-	74.4	-	-	-
BERT 2021.05	-	-	-	-	79.8	-	-	-	78	-	-	-
BERT 2021.05	-	-	-	-	80	-	-	-	78.2	-	-	-
SpellGCN 2021.05	-	-	-	-	73.6	-	-	-	71.5	-	-	-
SpellGCN 2021.05	-	-	-	-	79.6	-	-	-	77.7	-	-	-
SpellGCN 2021.05	-	-	-	-	79.6	-	-	-	77.8	-	-	-
Soft-masked BERT 2021.05	-	-	-	-	72.4	-	-	-	69.6	-	-	-
Soft-masked BERT 2021.05	-	-	-	-	77.2	-	-	-	74.5	-	-	-
Soft-masked BERT 2021.05	-	-	-	-	76.2	-	-	-	73.8	-	-	-