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Minimally Augmented Grammatical Error Correction

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Figure

Table 3: Performance for different confusion sets andedit weighting techniques on W&I+LOCNESS Dev.
Table 5:Comparison with LM-based GEC on theCoNLL (M2) and JFLEG (GLEU) test sets for unsuper-vised (⋆) and supervised systems trained or fine-tunedon different amounts of labelled data.
Table 6: Performance of single MAGEC w/ LM modelson two groups of errors on respective development sets.

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