Exploring Combinatorial Problem Solving with Large Language Models: A Case Study on the Travelling Salesman Problem Using GPT-3.5 Turbo
Fuente:
arXiv
Saved in:
| Main Authors: | Masoud, Mahmoud, Abdelhay, Ahmed, Elhenawy, Mohammed |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Eyeballing Combinatorial Problems: A Case Study of Using Multimodal Large Language Models to Solve Traveling Salesman Problems
by: Elhenawy, Mohammed, et al.
Published: (2024)
by: Elhenawy, Mohammed, et al.
Published: (2024)
Unsupervised Learning for Solving the Travelling Salesman Problem
by: Min, Yimeng, et al.
Published: (2023)
by: Min, Yimeng, et al.
Published: (2023)
Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges
by: Elhenawy, Mohammed, et al.
Published: (2024)
by: Elhenawy, Mohammed, et al.
Published: (2024)
Freeze and Conquer: Reusable Ansatz for Solving the Traveling Salesman Problem
by: Fagiolo, Fabrizio, et al.
Published: (2025)
by: Fagiolo, Fabrizio, et al.
Published: (2025)
GHOST: Solving the Traveling Salesman Problem on Graphs of Convex Sets
by: Tang, Jingtao, et al.
Published: (2025)
by: Tang, Jingtao, et al.
Published: (2025)
Exploring Solution Divergence and Its Effect on Large Language Model Problem Solving
by: Li, Hang, et al.
Published: (2025)
by: Li, Hang, et al.
Published: (2025)
ViTSP: A Vision Language Models Guided Framework for Solving Large-Scale Traveling Salesman Problems
by: Yin, Zhuoli, et al.
Published: (2025)
by: Yin, Zhuoli, et al.
Published: (2025)
Reinforcement Learning Problem Solving with Large Language Models
by: Gholamian, Sina, et al.
Published: (2024)
by: Gholamian, Sina, et al.
Published: (2024)
FCoReBench: Can Large Language Models Solve Challenging First-Order Combinatorial Reasoning Problems?
by: Mittal, Chinmay, et al.
Published: (2024)
by: Mittal, Chinmay, et al.
Published: (2024)
Using Reasoning Models to Generate Search Heuristics that Solve Open Instances of Combinatorial Design Problems
by: Rosin, Christopher D.
Published: (2025)
by: Rosin, Christopher D.
Published: (2025)
Limitations of Large Language Models in Clinical Problem-Solving Arising from Inflexible Reasoning
by: Kim, Jonathan, et al.
Published: (2025)
by: Kim, Jonathan, et al.
Published: (2025)
Using Code Generation to Solve Open Instances of Combinatorial Design Problems
by: Rosin, Christopher D.
Published: (2025)
by: Rosin, Christopher D.
Published: (2025)
Advancing Object Detection in Transportation with Multimodal Large Language Models (MLLMs): A Comprehensive Review and Empirical Testing
by: Ashqar, Huthaifa I., et al.
Published: (2024)
by: Ashqar, Huthaifa I., et al.
Published: (2024)
Bandit based Dynamic Candidate Edge Selection in Solving Traveling Salesman Problems
by: Wang, Long, et al.
Published: (2025)
by: Wang, Long, et al.
Published: (2025)
The Effect of Sampling Temperature on Problem Solving in Large Language Models
by: Renze, Matthew, et al.
Published: (2024)
by: Renze, Matthew, et al.
Published: (2024)
Solving the Traveling Salesman Problem via Different Quantum Computing Architectures
by: Padmasola, Venkat, et al.
Published: (2025)
by: Padmasola, Venkat, et al.
Published: (2025)
Mathify: Evaluating Large Language Models on Mathematical Problem Solving Tasks
by: Anand, Avinash, et al.
Published: (2024)
by: Anand, Avinash, et al.
Published: (2024)
Graph of Thoughts: Solving Elaborate Problems with Large Language Models
by: Besta, Maciej, et al.
Published: (2023)
by: Besta, Maciej, et al.
Published: (2023)
Generative AI for Enhancing Active Learning in Education: A Comparative Study of GPT-3.5 and GPT-4 in Crafting Customized Test Questions
by: Rouzegar, Hamdireza, et al.
Published: (2024)
by: Rouzegar, Hamdireza, et al.
Published: (2024)
Creativity or Brute Force? Using Brainteasers as a Window into the Problem-Solving Abilities of Large Language Models
by: Han, Simeng, et al.
Published: (2025)
by: Han, Simeng, et al.
Published: (2025)
Conceptual In-Context Learning and Chain of Concepts: Solving Complex Conceptual Problems Using Large Language Models
by: Vaidya, Nishtha N., et al.
Published: (2024)
by: Vaidya, Nishtha N., et al.
Published: (2024)
100% Elimination of Hallucinations on RAGTruth for GPT-4 and GPT-3.5 Turbo
by: Wood, Michael C., et al.
Published: (2024)
by: Wood, Michael C., et al.
Published: (2024)
ChatGPT v.s. Media Bias: A Comparative Study of GPT-3.5 and Fine-tuned Language Models
by: Wen, Zehao, et al.
Published: (2024)
by: Wen, Zehao, et al.
Published: (2024)
Multimodal Fused Learning for Solving the Generalized Traveling Salesman Problem in Robotic Task Planning
by: Cheng, Jiaqi, et al.
Published: (2025)
by: Cheng, Jiaqi, et al.
Published: (2025)
LLM-ProS: Analyzing Large Language Models' Performance in Competitive Problem Solving
by: Hossain, Md Sifat, et al.
Published: (2025)
by: Hossain, Md Sifat, et al.
Published: (2025)
The Benefits of a Concise Chain of Thought on Problem-Solving in Large Language Models
by: Renze, Matthew, et al.
Published: (2024)
by: Renze, Matthew, et al.
Published: (2024)
GELD: A Unified Neural Model for Efficiently Solving Traveling Salesman Problems Across Different Scales
by: Xiao, Yubin, et al.
Published: (2025)
by: Xiao, Yubin, et al.
Published: (2025)
An End-to-End Deep Reinforcement Learning Approach for Solving the Traveling Salesman Problem with Drones
by: Zeng, Taihelong, et al.
Published: (2025)
by: Zeng, Taihelong, et al.
Published: (2025)
Looking Ahead to Avoid Being Late: Solving Hard-Constrained Traveling Salesman Problem
by: Chen, Jingxiao, et al.
Published: (2024)
by: Chen, Jingxiao, et al.
Published: (2024)
iMTSP: Solving Min-Max Multiple Traveling Salesman Problem with Imperative Learning
by: Guo, Yifan, et al.
Published: (2024)
by: Guo, Yifan, et al.
Published: (2024)
MathOdyssey: Benchmarking Mathematical Problem-Solving Skills in Large Language Models Using Odyssey Math Data
by: Fang, Meng, et al.
Published: (2024)
by: Fang, Meng, et al.
Published: (2024)
Boosting of Thoughts: Trial-and-Error Problem Solving with Large Language Models
by: Chen, Sijia, et al.
Published: (2024)
by: Chen, Sijia, et al.
Published: (2024)
Steiner Traveling Salesman Problem with Quantum Annealing
by: Ciacco, Alessia, et al.
Published: (2025)
by: Ciacco, Alessia, et al.
Published: (2025)
Can Language Models Solve Graph Problems in Natural Language?
by: Wang, Heng, et al.
Published: (2023)
by: Wang, Heng, et al.
Published: (2023)
HateGPT: Unleashing GPT-3.5 Turbo to Combat Hate Speech on X
by: Deroy, Aniket, et al.
Published: (2024)
by: Deroy, Aniket, et al.
Published: (2024)
Position: Rethinking Post-Hoc Search-Based Neural Approaches for Solving Large-Scale Traveling Salesman Problems
by: Xia, Yifan, et al.
Published: (2024)
by: Xia, Yifan, et al.
Published: (2024)
TeleMath: A Benchmark for Large Language Models in Telecom Mathematical Problem Solving
by: Colle, Vincenzo, et al.
Published: (2025)
by: Colle, Vincenzo, et al.
Published: (2025)
MathGLM-Vision: Solving Mathematical Problems with Multi-Modal Large Language Model
by: Yang, Zhen, et al.
Published: (2024)
by: Yang, Zhen, et al.
Published: (2024)
Token-Supervised Value Models for Enhancing Mathematical Problem-Solving Capabilities of Large Language Models
by: Lee, Jung Hyun, et al.
Published: (2024)
by: Lee, Jung Hyun, et al.
Published: (2024)
Principled Instructions Are All You Need for Questioning LLaMA-1/2, GPT-3.5/4
by: Bsharat, Sondos Mahmoud, et al.
Published: (2023)
by: Bsharat, Sondos Mahmoud, et al.
Published: (2023)
Similar Items
-
Eyeballing Combinatorial Problems: A Case Study of Using Multimodal Large Language Models to Solve Traveling Salesman Problems
by: Elhenawy, Mohammed, et al.
Published: (2024) -
Unsupervised Learning for Solving the Travelling Salesman Problem
by: Min, Yimeng, et al.
Published: (2023) -
Visual Reasoning and Multi-Agent Approach in Multimodal Large Language Models (MLLMs): Solving TSP and mTSP Combinatorial Challenges
by: Elhenawy, Mohammed, et al.
Published: (2024) -
Freeze and Conquer: Reusable Ansatz for Solving the Traveling Salesman Problem
by: Fagiolo, Fabrizio, et al.
Published: (2025) -
GHOST: Solving the Traveling Salesman Problem on Graphs of Convex Sets
by: Tang, Jingtao, et al.
Published: (2025)