Low-Cost Generation and Evaluation of Dictionary Example Sentences

arXiv:2404.06224v1 Announce Type: cross
Abstract: Dictionary example sentences play an important role in illustrating word definitions and usage, but manually creating quality sentences is challenging. Prior works have demonstrated that language models can be trained to generate example sentences. However, they relied on costly customized models and word sense datasets for generation and evaluation of their work. Rapid advancements in foundational models present the opportunity to create low-cost, zero-shot methods for the generation and evaluation of dictionary example sentences. We …

abstract arxiv cost cs.ai cs.cl cs.lg datasets definitions dictionary evaluation example generate however language language models low prior quality role sense type usage word