Cross-domain Chinese Sentence Pattern Parsing

arXiv:2402.16311v1 Announce Type: new
Abstract: Sentence Pattern Structure (SPS) parsing is a syntactic analysis method primarily employed in language teaching.Existing SPS parsers rely heavily on textbook corpora for training, lacking cross-domain capability.To overcome this constraint, this paper proposes an innovative approach leveraging large language models (LLMs) within a self-training framework. Partial syntactic rules from a source domain are combined with target domain sentences to dynamically generate training data, enhancing the adaptability of the parser to diverse domains.Experiments conducted on textbook …

abstract analysis arxiv capability chinese cs.ai cs.cl domain framework language language models large language large language models llms paper parsing rules self-training teaching textbook training type