DualSchool: How Reliable are LLMs for Optimization Education?

DualSchool: How Reliable are LLMs for Optimization Education?

27 May 2025

Michael Klamkin

Pascal Van Hentenryck

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Papers citing "DualSchool: How Reliable are LLMs for Optimization Education?"

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Title
MathTutorBench: A Benchmark for Measuring Open-ended Pedagogical Capabilities of LLM Tutors Jakub Macina Nico Daheim Ido Hakimi Manu Kapur Iryna Gurevych Mrinmaya Sachan ELM 117 4 0 26 Feb 2025
Decision Information Meets Large Language Models: The Future of Explainable Operations Research Yansen Zhang Qingcan Kang Wing-Yin Yu Hailei Gong Xiaojin Fu Xiongwei Han Tao Zhong Chen Ma OffRL 162 2 0 14 Feb 2025
LLMs for Cold-Start Cutting Plane Separator Configuration Connor Lawless Yingxi Li Anders Wikum Madeleine Udell Ellen Vitercik 99 2 0 16 Dec 2024
OptiMUS-0.3: Using Large Language Models to Model and Solve Optimization Problems at Scale Ali AhmadiTeshnizi Wenzhi Gao Herman Brunborg Shayan Talaei Connor Lawless Madeleine Udell 129 5 0 29 Jul 2024
RLSF: Fine-tuning LLMs via Symbolic Feedback Piyush Jha Prithwish Jana Pranavkrishna Suresh Arnav Arora Vijay Ganesh LRM 83 4 0 26 May 2024
"I Want It That Way": Enabling Interactive Decision Support Using Large Language Models and Constraint Programming Connor Lawless Jakob Schoeffer Lindy Le Kael Rowan Shilad Sen Cristina St. Hill Jina Suh Bahar Sarrafzadeh 77 13 0 12 Dec 2023
Large Language Models as Optimizers Chengrun Yang Xuezhi Wang Yifeng Lu Hanxiao Liu Quoc V. Le Denny Zhou Xinyun Chen ODL 131 431 0 07 Sep 2023
Diagnosing Infeasible Optimization Problems Using Large Language Models Hao Chen Gonzalo E. Constante-Flores Canzhou Li AI4CE 105 21 0 23 Aug 2023
Holy Grail 2.0: From Natural Language to Constraint Models Dimosthenis C. Tsouros Hélène Verhaeghe Serdar Kadiouglu Tias Guns 93 16 0 03 Aug 2023
Synthesis of Mathematical programs from Natural Language Specifications G. Prasath Shirish S. Karande 74 9 0 30 Mar 2023
NL4Opt Competition: Formulating Optimization Problems Based on Their Natural Language Descriptions Rindranirina Ramamonjison Timothy T. Yu Raymond Li Haley Li Giuseppe Carenini ... Shiqi He Mahdi Mostajabdaveh Amin Banitalebi-Dehkordi Zirui Zhou Yong Zhang 84 42 0 14 Mar 2023
Augmenting Operations Research with Auto-Formulation of Optimization Models from Problem Descriptions Rindranirina Ramamonjison Haley Li Timothy T. Yu Shiqi He Vishnu Rengan Amin Banitalebi-Dehkordi Zirui Zhou Yong Zhang 76 35 0 30 Sep 2022
Hybrid Models for Learning to Branch Prateek Gupta Maxime Gasse Elias Boutros Khalil M. P. Kumar Andrea Lodi Yoshua Bengio GNN 180 126 0 26 Jun 2020
Exact Combinatorial Optimization with Graph Convolutional Neural Networks Maxime Gasse Didier Chételat Nicola Ferroni Laurent Charlin Andrea Lodi GNN CML 145 489 0 04 Jun 2019