WikiSplit++: Easy Data Refinement for Split and Rephrase

arXiv:2404.09002v1 Announce Type: new
Abstract: The task of Split and Rephrase, which splits a complex sentence into multiple simple sentences with the same meaning, improves readability and enhances the performance of downstream tasks in natural language processing (NLP). However, while Split and Rephrase can be improved using a text-to-text generation approach that applies encoder-decoder models fine-tuned with a large-scale dataset, it still suffers from hallucinations and under-splitting. To address these issues, this paper presents a simple and strong data refinement …

abstract arxiv cs.cl data easy however language language processing meaning multiple natural natural language natural language processing nlp performance processing readability rephrase simple split tasks text text generation text-to-text type