Oracle-Checker Scheme for Evaluating a Generative Large Language Model

arXiv:2405.03170v1 Announce Type: new
Abstract: This work presents a novel approach called oracle-checker scheme for evaluating the answer given by a generative large language model (LLM). Two types of checkers are presented. The first type of checker follows the idea of property testing. The second type of checker follows the idea of program checking. Their applications are demonstrated in two separate contexts, entity extraction and paraphrase decision, respectively.

abstract arxiv checkers cs.cl generative language language model large language large language model llm novel oracle property testing type types work