A treebank-rule-guided self-correction method improves LLM constituency parsing F1 by up to 10.12 points on PTB, CTB5, and MCTB across multiple LLMs.
In Proceed- ings of the 2023 Conference on Empirical Methods in Natural Language Processing, pages 8174–8185, Singapore
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Self-Correction Makes LLMs Better Parsers
A treebank-rule-guided self-correction method improves LLM constituency parsing F1 by up to 10.12 points on PTB, CTB5, and MCTB across multiple LLMs.