Cover Image

Path-LLM: A Shortest-Path-based LLM Learning for Unified Graph Representation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Shang, Wenbo, Zhu, Xuliang, Huang, Xin
Format:	Preprint
Published:	2024
Subjects:	Computation and Language
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

A Survey of Large Language Models on Generative Graph Analytics: Query, Learning, and Applications
by: Shang, Wenbo, et al.
Published: (2024)

Bounded Path Context: A Controlled Study of Visible Path History in LLM-Based Knowledge Graph Question Answering
by: Shan, Xihang, et al.
Published: (2026)

Can LLM be a Good Path Planner based on Prompt Engineering? Mitigating the Hallucination for Path Planning
by: Deng, Hourui, et al.
Published: (2024)

Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs
by: Xiao, Yilin, et al.
Published: (2025)

S-Path-RAG: Semantic-Aware Shortest-Path Retrieval Augmented Generation for Multi-Hop Knowledge Graph Question Answering
by: Fu, Rong, et al.
Published: (2026)

Enhancing LLM Reasoning with Multi-Path Collaborative Reactive and Reflection agents
by: He, Chengbo, et al.
Published: (2024)

Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path
by: Dai, Xinnan, et al.
Published: (2024)

Divergent LLM Adoption and Heterogeneous Convergence Paths in Research Writing
by: Lin, Cong William, et al.
Published: (2025)

Shortest Path Separators in Unit Disk Graphs
by: Harb, Elfarouk, et al.
Published: (2024)

Consistent Paths Lead to Truth: Self-Rewarding Reinforcement Learning for LLM Reasoning
by: Zhang, Kongcheng, et al.
Published: (2025)

Reasoning Path Compression: Compressing Generation Trajectories for Efficient LLM Reasoning
by: Song, Jiwon, et al.
Published: (2025)

Open Problems and a Hypothetical Path Forward in LLM Knowledge Paradigms
by: Ye, Xiaotian, et al.
Published: (2025)

Learning Adaptive Reasoning Paths for Efficient Visual Reasoning
by: Huang, Yixu, et al.
Published: (2026)

On the Wings of Imagination: Conflicting Script-based Multi-role Framework for Humor Caption Generation
by: Shang, Wenbo, et al.
Published: (2026)

PathRAG: Pruning Graph-based Retrieval Augmented Generation with Relational Paths
by: Chen, Boyu, et al.
Published: (2025)

Beyond One Path: Evaluating and Enhancing Divergent Thinking in Interactive LLM Agents
by: Park, Jihyeong, et al.
Published: (2026)

Paths-over-Graph: Knowledge Graph Empowered Large Language Model Reasoning
by: Tan, Xingyu, et al.
Published: (2024)

Pheromone-based Learning of Optimal Reasoning Paths
by: Chari, Anirudh, et al.
Published: (2025)

Reasoning Path Divergence: A New Metric and Curation Strategy to Unlock LLM Diverse Thinking
by: Ju, Feng, et al.
Published: (2025)

The Path of Least Resistance: Guiding LLM Reasoning Trajectories with Prefix Consensus
by: Jindal, Ishan, et al.
Published: (2026)

Parametric Shortest Paths in a Linearly Interpolated Graph
by: Sriraman, Jacob, et al.
Published: (2026)

RADAR: Reasoning as Discrimination with Aligned Representations for LLM-based Knowledge Graph Reasoning
by: Xue, Bo, et al.
Published: (2026)

Shortest Paths in Geodesic Unit-Disk Graphs
by: Brewer, Bruce W., et al.
Published: (2026)

On the Bias of Next-Token Predictors Toward Systematically Inefficient Reasoning: A Shortest-Path Case Study
by: Alberghi, Riccardo, et al.
Published: (2025)

Reasoning Aware Self-Consistency: Leveraging Reasoning Paths for Efficient LLM Sampling
by: Wan, Guangya, et al.
Published: (2024)

Skill Path: Unveiling Language Skills from Circuit Graphs
by: Chen, Hang, et al.
Published: (2024)

Priming, Path-dependence, and Plasticity: Understanding the molding of user-LLM interaction and its implications from (many) chat logs in the wild
by: Zhu, Shengqi, et al.
Published: (2026)

Unified Context Evolution for LLM Agents
by: Zhu, Zixuan, et al.
Published: (2026)

LLM-A*: Large Language Model Enhanced Incremental Heuristic Search on Path Planning
by: Meng, Silin, et al.
Published: (2024)

Learning from Diverse Reasoning Paths with Routing and Collaboration
by: Lei, Zhenyu, et al.
Published: (2025)

Unified Data Selection for LLM Reasoning
by: Li, Xiaoyuan, et al.
Published: (2026)

ToolPlanner: A Tool Augmented LLM for Multi Granularity Instructions with Path Planning and Feedback
by: Wu, Qinzhuo, et al.
Published: (2024)

Gamayun's Path to Multilingual Mastery: Cost-Efficient Training of a 1.5B-Parameter LLM
by: Podolskiy, Alexander, et al.
Published: (2025)

ReasonGraph: Visualisation of Reasoning Paths
by: Li, Zongqian, et al.
Published: (2025)

Enhancing LLM Reasoning via Non-Human-Like Reasoning Path Preference Optimization
by: Lu, Junjie, et al.
Published: (2025)

SynGraph: A Dynamic Graph-LLM Synthesis Framework for Sparse Streaming User Sentiment Modeling
by: Zhang, Xin, et al.
Published: (2025)

Follow the Path: Reasoning over Knowledge Graph Paths to Improve Large Language Model Factuality
by: Zhang, Mike, et al.
Published: (2025)

Path-Constrained Retrieval: A Structural Approach to Reliable LLM Agent Reasoning Through Graph-Scoped Semantic Search
by: Oladokun, Joseph
Published: (2025)

K-Paths: Reasoning over Graph Paths for Drug Repurposing and Drug Interaction Prediction
by: Abdullahi, Tassallah, et al.
Published: (2025)

Knowledge Graph-Enhanced Large Language Models via Path Selection
by: Liu, Haochen, et al.
Published: (2024)