Graph Linearization Methods for Reasoning on Graphs with Large Language Models

C Xypolopoulos, G Shang, X Fei, G Nikolentzos… - arxiv preprint arxiv …, 2024 - arxiv.org
Large language models have evolved to process multiple modalities beyond text, such as
images and audio, which motivates us to explore how to effectively leverage them for graph …

MultiLingPoT: Enhancing Mathematical Reasoning with Multilingual Program Fine-tuning

N Li, Z Liang, S Yuan, J Liang, F Wei, Y **ao - arxiv preprint arxiv …, 2024 - arxiv.org
Program-of-Thought (PoT), which aims to use programming language instead of natural
language as an intermediate step in reasoning, is an important way for LLMs to solve …

Pseudocode-Injection Magic: Enabling LLMs to Tackle Graph Computational Tasks

C Gong, W Bian, Z Zhang, W Zheng - arxiv preprint arxiv:2501.13731, 2025 - arxiv.org
Graph computational tasks are inherently challenging and often demand the development of
advanced algorithms for effective solutions. With the emergence of large language models …