URL: Universal Referential Knowledge Linking via Task-instructed Representation Compression

arXiv:2404.16248v1 Announce Type: new
Abstract: Linking a claim to grounded references is a critical ability to fulfill human demands for authentic and reliable information. Current studies are limited to specific tasks like information retrieval or semantic matching, where the claim-reference relationships are unique and fixed, while the referential knowledge linking (RKL) in real-world can be much more diverse and complex. In this paper, we propose universal referential knowledge linking (URL), which aims to resolve diversified referential knowledge linking tasks by …

abstract arxiv authentic claim compression cs.ai cs.cl current human information knowledge reference relationships representation retrieval semantic specific tasks studies tasks type unique universal url via while