Graph Reasoning Paradigm: Structured and Symbolic Reasoning with Topology-Aware Reinforcement Learning for Large Language Models
Fuente:
arXiv
Saved in:
| Main Authors: | Liu, Runxuan, Ou, Xianhao, Ma, Xinyan, Wang, Jiyuan, Liang, Jiafeng, Li, Jiaqi, He, Tao, Chu, Zheng, Mu, Rongchuan, Wang, Zekun, Wang, Baoxin, Wu, Dayong, Liu, Ming, Wang, Shijin, Hu, Guoping, Qin, Bing |
|---|---|
| Format: | Preprint |
| Published: |
2026
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering
by: Liu, Runxuan, et al.
Published: (2025)
by: Liu, Runxuan, et al.
Published: (2025)
CE-GOCD: Central Entity-Guided Graph Optimization for Community Detection to Augment LLM Scientific Question Answering
by: Lan, Jiayin, et al.
Published: (2026)
by: Lan, Jiayin, et al.
Published: (2026)
NLP-AKG: Few-Shot Construction of NLP Academic Knowledge Graph Based on LLM
by: Lan, Jiayin, et al.
Published: (2025)
by: Lan, Jiayin, et al.
Published: (2025)
The Evolution of Tool Use in LLM Agents: From Single-Tool Call to Multi-Tool Orchestration
by: Xu, Haoyuan, et al.
Published: (2026)
by: Xu, Haoyuan, et al.
Published: (2026)
Schema-Aware Planning and Hybrid Knowledge Toolset for Reliable Knowledge Graph Triple Verification
by: Ma, Xinyan, et al.
Published: (2026)
by: Ma, Xinyan, et al.
Published: (2026)
EffiVLM-BENCH: A Comprehensive Benchmark for Evaluating Training-Free Acceleration in Large Vision-Language Models
by: Wang, Zekun, et al.
Published: (2025)
by: Wang, Zekun, et al.
Published: (2025)
RE$^2$: Improving Chinese Grammatical Error Correction via Retrieving Appropriate Examples with Explanation
by: Wang, Baoxin, et al.
Published: (2025)
by: Wang, Baoxin, et al.
Published: (2025)
Good Learners Think Their Thinking: Generative PRM Makes Large Reasoning Model More Efficient Math Learner
by: He, Tao, et al.
Published: (2025)
by: He, Tao, et al.
Published: (2025)
FLEXTAF: Enhancing Table Reasoning with Flexible Tabular Formats
by: Zhang, Xuanliang, et al.
Published: (2024)
by: Zhang, Xuanliang, et al.
Published: (2024)
SparkRA: A Retrieval-Augmented Knowledge Service System Based on Spark Large Language Model
by: Wu, Dayong, et al.
Published: (2024)
by: Wu, Dayong, et al.
Published: (2024)
LM-Combiner: A Contextual Rewriting Model for Chinese Grammatical Error Correction
by: Wang, Yixuan, et al.
Published: (2024)
by: Wang, Yixuan, et al.
Published: (2024)
Self-Critique Guided Iterative Reasoning for Multi-hop Question Answering
by: Chu, Zheng, et al.
Published: (2025)
by: Chu, Zheng, et al.
Published: (2025)
SCITAT: A Question Answering Benchmark for Scientific Tables and Text Covering Diverse Reasoning Types
by: Zhang, Xuanliang, et al.
Published: (2024)
by: Zhang, Xuanliang, et al.
Published: (2024)
Improving Grammatical Error Correction via Contextual Data Augmentation
by: Wang, Yixuan, et al.
Published: (2024)
by: Wang, Yixuan, et al.
Published: (2024)
From Hypothesis to Publication: A Comprehensive Survey of AI-Driven Research Support Systems
by: Zhou, Zekun, et al.
Published: (2025)
by: Zhou, Zekun, et al.
Published: (2025)
Unified Modeling of Lane and Lane Topology for Driving Scene Reasoning
by: Li, Han, et al.
Published: (2026)
by: Li, Han, et al.
Published: (2026)
ChartHal: A Fine-grained Framework Evaluating Hallucination of Large Vision Language Models in Chart Understanding
by: Wang, Xingqi, et al.
Published: (2025)
by: Wang, Xingqi, et al.
Published: (2025)
GUIDE: A Guideline-Guided Dataset for Instructional Video Comprehension
by: Liang, Jiafeng, et al.
Published: (2024)
by: Liang, Jiafeng, et al.
Published: (2024)
SEGA: A Stepwise Evolution Paradigm for Content-Aware Layout Generation with Design Prior
by: Wang, Haoran, et al.
Published: (2025)
by: Wang, Haoran, et al.
Published: (2025)
CogGPT: Unleashing the Power of Cognitive Dynamics on Large Language Models
by: Lv, Yaojia, et al.
Published: (2024)
by: Lv, Yaojia, et al.
Published: (2024)
Reinforce to Learn, Elect to Reason: A Dual Paradigm for Video Reasoning
by: Yang, Songyuan, et al.
Published: (2026)
by: Yang, Songyuan, et al.
Published: (2026)
Beyond Scalars: Evaluating and Understanding LLM Reasoning via Geometric Progress and Stability
by: Jiang, Xinyan, et al.
Published: (2026)
by: Jiang, Xinyan, et al.
Published: (2026)
When Seeing Is not Enough: Revealing the Limits of Active Reasoning in MLLMs
by: Liu, Hongcheng, et al.
Published: (2025)
by: Liu, Hongcheng, et al.
Published: (2025)
AI Meets Brain: Memory Systems from Cognitive Neuroscience to Autonomous Agents
by: Liang, Jiafeng, et al.
Published: (2025)
by: Liang, Jiafeng, et al.
Published: (2025)
GraCoRe: Benchmarking Graph Comprehension and Complex Reasoning in Large Language Models
by: Yuan, Zike, et al.
Published: (2024)
by: Yuan, Zike, et al.
Published: (2024)
Improving Contextual Faithfulness of Large Language Models via Retrieval Heads-Induced Optimization
by: Huang, Lei, et al.
Published: (2025)
by: Huang, Lei, et al.
Published: (2025)
RuleReasoner: Reinforced Rule-based Reasoning via Domain-aware Dynamic Sampling
by: Liu, Yang, et al.
Published: (2025)
by: Liu, Yang, et al.
Published: (2025)
Reasoning Guided Embeddings: Leveraging MLLM Reasoning for Improved Multimodal Retrieval
by: Liu, Chunxu, et al.
Published: (2025)
by: Liu, Chunxu, et al.
Published: (2025)
Adaptive Selection of Symbolic Languages for Improving LLM Logical Reasoning
by: Wang, Xiangyu, et al.
Published: (2025)
by: Wang, Xiangyu, et al.
Published: (2025)
MemCast: Memory-Driven Time Series Forecasting with Experience-Conditioned Reasoning
by: Tao, Xiaoyu, et al.
Published: (2026)
by: Tao, Xiaoyu, et al.
Published: (2026)
Evaluating Large Language Models on Multimodal Chemistry Olympiad Exams
by: Cui, Yiming, et al.
Published: (2025)
by: Cui, Yiming, et al.
Published: (2025)
Topology-Aware Reasoning over Incomplete Knowledge Graph with Graph-Based Soft Prompting
by: Wang, Shuai, et al.
Published: (2026)
by: Wang, Shuai, et al.
Published: (2026)
TimeBench: A Comprehensive Evaluation of Temporal Reasoning Abilities in Large Language Models
by: Chu, Zheng, et al.
Published: (2023)
by: Chu, Zheng, et al.
Published: (2023)
EffiReasonTrans: RL-Optimized Reasoning for Code Translation
by: Wang, Yanlin, et al.
Published: (2025)
by: Wang, Yanlin, et al.
Published: (2025)
TagaVLM: Topology-Aware Global Action Reasoning for Vision-Language Navigation
by: Liu, Jiaxing, et al.
Published: (2026)
by: Liu, Jiaxing, et al.
Published: (2026)
GRPO-CARE: Consistency-Aware Reinforcement Learning for Multimodal Reasoning
by: Chen, Yi, et al.
Published: (2025)
by: Chen, Yi, et al.
Published: (2025)
RBF++: Quantifying and Optimizing Reasoning Boundaries across Measurable and Unmeasurable Capabilities for Chain-of-Thought Reasoning
by: Chen, Qiguang, et al.
Published: (2025)
by: Chen, Qiguang, et al.
Published: (2025)
Improving Medical Reasoning with Curriculum-Aware Reinforcement Learning
by: Rui, Shaohao, et al.
Published: (2025)
by: Rui, Shaohao, et al.
Published: (2025)
Reasoning-Aware AIGC Detection via Alignment and Reinforcement
by: Wang, Zhao, et al.
Published: (2026)
by: Wang, Zhao, et al.
Published: (2026)
MMATH: A Multilingual Benchmark for Mathematical Reasoning
by: Luo, Wenyang, et al.
Published: (2025)
by: Luo, Wenyang, et al.
Published: (2025)
Similar Items
-
Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering
by: Liu, Runxuan, et al.
Published: (2025) -
CE-GOCD: Central Entity-Guided Graph Optimization for Community Detection to Augment LLM Scientific Question Answering
by: Lan, Jiayin, et al.
Published: (2026) -
NLP-AKG: Few-Shot Construction of NLP Academic Knowledge Graph Based on LLM
by: Lan, Jiayin, et al.
Published: (2025) -
The Evolution of Tool Use in LLM Agents: From Single-Tool Call to Multi-Tool Orchestration
by: Xu, Haoyuan, et al.
Published: (2026) -
Schema-Aware Planning and Hybrid Knowledge Toolset for Reliable Knowledge Graph Triple Verification
by: Ma, Xinyan, et al.
Published: (2026)