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Spelling Correction on Single Word Spelling Correction (Real)

0.73Accuracy (Seq-Level)GPT-3
0.238080.365790.49350.62121Dec 19, 2022

Evaluation results

MethodLinks
GPT-3Engine=davinci-0032022.120.73
GPT-3-CEngine=davinci-003, Formatting=hyphen or space separated characters2022.120.638
Char-SModel=T5 with character-level source sequences2022.120.5559
Subword + IITBase Model=T5 subword model, Intervention=Joint training with character-level interventions2022.120.5179
SubwordModel=T5 subword model2022.120.4485
Char-T + IITBase Model=T5 with character-level target sequences, Intervention=Joint training with character-level interventions2022.120.3846
ByT5Model=ByT5 character model2022.120.3132
Char-TModel=T5 with character-level target sequences2022.120.3008
Char-STModel=T5 with character-level source and target sequences2022.120.257