Query of CC: Unearthing Large Scale Domain-Specific Knowledge from Public Corpora

arXiv:2401.14624v2 Announce Type: replace
Abstract: Large language models have demonstrated remarkable potential in various tasks, however, there remains a significant scarcity of open-source models and data for specific domains. Previous works have primarily focused on manually specifying resources and collecting high-quality data on specific domains, which significantly consume time and effort. To address this limitation, we propose an efficient data collection method~\textit{Query of CC} based on large language models. This method bootstraps seed information through a large language model and …

abstract arxiv cs.cl data domain domains knowledge language language models large language large language models open-source models public quality quality data query resources scale tasks type