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Bibliographic Details
Main Authors: Zeng, Yueling Jenny, Wang, Li-C., Ibbetson, Thomas
Format: Preprint
Published: 2024
Subjects:
Online Access:https://arxiv.org/abs/2405.03170
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author Zeng, Yueling Jenny
Wang, Li-C.
Ibbetson, Thomas
author_facet Zeng, Yueling Jenny
Wang, Li-C.
Ibbetson, Thomas
contents 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.
format Preprint
id arxiv_https___arxiv_org_abs_2405_03170
institution arXiv
publishDate 2024
record_format arxiv
spellingShingle Oracle-Checker Scheme for Evaluating a Generative Large Language Model
Zeng, Yueling Jenny
Wang, Li-C.
Ibbetson, Thomas
Computation and Language
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.
title Oracle-Checker Scheme for Evaluating a Generative Large Language Model
topic Computation and Language
url https://arxiv.org/abs/2405.03170