Topic-to-essay generation with knowledge-based content selection

arXiv:2402.16248v1 Announce Type: new
Abstract: The topic-to-essay generation task is a challenging natural language generation task that aims to generate paragraph-level text with high semantic coherence based on a given set of topic words. Previous work has focused on the introduction of external knowledge, ignoring the insufficient generated text diversity. In order to improve the generation diversity, we propose a novel copy mechanism model with a content selection module that integrates rich semantic knowledge from the language model into the …

abstract arxiv cs.ai cs.cl diversity essay generate generated introduction knowledge language language generation natural natural language natural language generation semantic set text type words work