EquivaMap: Leveraging LLMs for Automatic Equivalence Checking of Optimization Formulations

H Zhai, C Lawless, E Vitercik, L Leqi - arxiv preprint arxiv:2502.14760, 2025 - arxiv.org
A fundamental problem in combinatorial optimization is identifying equivalent formulations,
which can lead to more efficient solution strategies and deeper insights into a problem's …

Ner4Opt: named entity recognition for optimization modelling from natural language

S Kadıoğlu, P Pravin Dakle, K Uppuluri, R Politi… - Constraints, 2024 - Springer
Solving combinatorial optimization problems involves a two-stage process that follows the
model-and-run approach. First, a user is responsible for formulating the problem at hand as …

The Explainability Edge? A Field Experiment on Generative AI-Augmented Evaluations of Early-Stage Innovations

JM Lane, L Boussioux, C Ayoubi, YH Chen… - … School Technology & …, 2024 - papers.ssrn.com
The rise of generative artificial intelligence (AI) has transformed creative problem-solving,
necessitating areassessment of idea evaluation processes to effectively screen and select …

Socratic Iterative Prompt Engineering: Enhancing Large Language Model Decision-Making and Reasoning in the Beer Game Supply Chain

L Boussioux, H Chen, M Fan, A Jain - Available at SSRN, 2024 - papers.ssrn.com
Integrating large language models (LLMs) into complex organizational decision-making
presents a fundamental challenge. While these models excel at language processing, they …

Gen-AI and the Future of Supply Chain Management: The Impact of Large Language Models on Modern Supply Chain Management

AAS Morales - 2024 - search.proquest.com
LLMs like GPT-4 possess an exceptional ability to understand and generate human
language, driven by advancements in Artificial Intelligence, Deep Learning, and Natural …

The Narrative AI Advantage? A Field Experiment on Generative AI-Augmented Evaluations of Early-Stage Innovations

C Ayoubi, L Boussioux, YH Chen, J Ho, K Jackson… - 2024 - aisel.aisnet.org
Generative artificial intelligence (AI) transforms creative problem-solving, necessitating new
approaches for evaluating innovative solutions. This study explores how human-AI …

[PDF][PDF] AI and the future of optimization modeling

M Udell, A AhmadiTeshnizi, W Gao, C Lawless… - 2024 - stanford.edu
A production planning problem:▶ The factory produces several products, each at a specific
rate (in tons per hour).▶ There are a number of work hours available in a week.▶ A ton of …

[PDF][PDF] Integrating Human Cognition and AI Chatbots: A New Perspective on Problem-Solving and Creativity Through Analogical Reasoning Part I

A Al-Rubaidi - researchgate.net
This paper investigates the potential of human-AI collaboration in scientific problem-solving
through the lens of analogical reasoning. An analogy is a key cognitive mechanism relevant …