English

Domain Knowledge Graph Construction Via A Simple Checker

Computation and Language 2023-10-10 v1

Abstract

With the availability of large language models, there is a growing interest for semiconductor chip design companies to leverage the technologies. For those companies, deployment of a new methodology must include two important considerations: confidentiality and scalability. In this context, this work tackles the problem of knowledge graph construction from hardware-design domain texts. We propose an oracle-checker scheme to leverage the power of GPT3.5 and demonstrate that the essence of the problem is in distillation of domain expert's background knowledge. Using RISC-V unprivileged ISA specification as an example, we explain key ideas and discuss practicality of our proposed oracle-checker approach.

Keywords

Cite

@article{arxiv.2310.04949,
  title  = {Domain Knowledge Graph Construction Via A Simple Checker},
  author = {Yueling Zeng and Li-C. Wang},
  journal= {arXiv preprint arXiv:2310.04949},
  year   = {2023}
}
R2 v1 2026-06-28T12:43:36.142Z