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Tianxiang Zhao

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Preprint Aug 2026

Unified Multi-Dimensional Benchmark for Complex Graph Reasoning in Large Language Models

A five-stage semi-automatic framework for constructing complex graph reasoning benchmarks that serves as a challenging and diagnostic benchmark for graph reasoning and provides empirical guidance for future enhancement methods is proposed.

Fali Wang, Ali Al-Lawati, Iliyas Bektas et al. · 0 citations
Conference Open access 2026

Graph-Assisted Large Language Models: A Perspective on Mitigating Intrinsic Limitations

This work presents the first systematic survey of graph-assisted LLMs from the perspective of how graph structures mitigate LLMs’ limitations, and introduces a taxonomy spanning Graph-Assisted Knowledge Augmentation, Graph-Assisted Reasoning and Planning, and Graph-Assisted LLM Collaboration.

Haitong Luo, Fali Wang, Weiyao Zhang et al. · 2 citations