APIO automatically induces and optimizes instruction-list prompts for grammatical error correction and text simplification, reporting improved scores over prior prompt-based methods on BEA-2019 and ASSET.
In Proceedings of the 2023 Confer- ence on Empirical Methods in Natural Language Pro- cessing, pages 13291–13309, Singapore
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APIO: Automatic Prompt Induction and Optimization for Grammatical Error Correction and Text Simplification
APIO automatically induces and optimizes instruction-list prompts for grammatical error correction and text simplification, reporting improved scores over prior prompt-based methods on BEA-2019 and ASSET.