SkillGPT: a RESTful API service for skill extraction and standardization using a Large Language Model. (arXiv:2304.11060v1 [cs.CL])

We present SkillGPT, a tool for skill extraction and standardization (SES)
from free-style job descriptions and user profiles with an open-source Large
Language Model (LLM) as backbone. Most previous methods for similar tasks
either need supervision or rely on heavy data-preprocessing and feature
engineering. Directly prompting the latest conversational LLM for standard
skills, however, is slow, costly and inaccurate. In contrast, SkillGPT utilizes
a LLM to perform its tasks in steps via summarization and vector similarity
search, to balance speed …

api arxiv conversational data engineering extraction feature feature engineering free job job descriptions language language model large language model llm precision profiles search service skills speed standard standardization summarization supervision tool vector