# Optimization modeling and verification from problem specifications using a multi-agent multi-stage LLM framework

> Research article (INFOR Information Systems and Operational Research, 2024) · cited 16× · AI/ML

**Wikidata**: [openalex:W4401386467](https://www.wikidata.org/wiki/openalex:W4401386467)  
**Source**: https://4ort.xyz/entity/optimization-modeling-and-verification-from-problem-specifications-using-a-multi-agent-multi-stage-llm-framework