Papers by Peiyuan Gong
Revisiting Grammatical Error Correction Evaluation and Beyond (2022.emnlp-main)
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| Challenge: | Pretraining-based (PT) evaluation metrics are not effective for training grammatical error correction systems. |
| Approach: | They propose a pretraining-based GEC evaluation metric which only uses PT-based metrics to score the corrected parts of the system. |
| Outcome: | The proposed evaluation metric outperforms existing methods on a CoNLL14 evaluation task. |
TemplateGEC: Improving Grammatical Error Correction with Detection Template (2023.acl-long)
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| Challenge: | Existing methods for grammatical error correction (GEC) have been developed. |
| Approach: | They propose a method which integrates the detection labels from a Seq2Edit model to construct a template as the input. |
| Outcome: | The proposed method can perform human-in-the-loop error correction tasks. |