Cover Image

Logical Structure as Knowledge: Enhancing LLM Reasoning via Structured Logical Knowledge Density Estimation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Bi, Zhen, Hu, Zhenlin, Chen, Xueshu, Chen, Mingyang, Deng, Cheng, Xue, Yida, Wang, Zhen, Shen, Qing, Zhang, Ningyu, Lou, Jungang
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence Computation and Language Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

RooflineBench: A Benchmarking Framework for On-Device LLMs via Roofline Analysis
by: Bi, Zhen, et al.
Published: (2026)

Spatial Knowledge Graph-Guided Multimodal Synthesis
by: Xue, Yida, et al.
Published: (2025)

Thought Purity: A Defense Framework For Chain-of-Thought Attack
by: Xue, Zihao, et al.
Published: (2025)

Last Layer Logits to Logic: Empowering LLMs with Logic-Consistent Structured Knowledge Reasoning
by: Li, Songze, et al.
Published: (2025)

Make LLM Learn to Synthesize from Streaming Experiences through Feedback
by: Hu, Zhenlin, et al.
Published: (2026)

Elevating Legal LLM Responses: Harnessing Trainable Logical Structures and Semantic Knowledge with Legal Reasoning
by: Yao, Rujing, et al.
Published: (2025)

$R^2$-Guard: Robust Reasoning Enabled LLM Guardrail via Knowledge-Enhanced Logical Reasoning
by: Kang, Mintong, et al.
Published: (2024)

Thinking with Knowledge Graphs: Enhancing LLM Reasoning Through Structured Data
by: Wu, Xue, et al.
Published: (2024)

OceanGPT: A Large Language Model for Ocean Science Tasks
by: Bi, Zhen, et al.
Published: (2023)

CodeKGC: Code Language Model for Generative Knowledge Graph Construction
by: Bi, Zhen, et al.
Published: (2023)

ConsisGuard: Aligning Safety Deliberation with Policy Enforcement in LLM Guardrails
by: Wang, Yan, et al.
Published: (2026)

Boosting Logical Fallacy Reasoning in LLMs via Logical Structure Tree
by: Lei, Yuanyuan, et al.
Published: (2024)

Complex Reasoning over Logical Queries on Commonsense Knowledge Graphs
by: Fang, Tianqing, et al.
Published: (2024)

Logics-STEM: Empowering LLM Reasoning via Failure-Driven Post-Training and Document Knowledge Enhancement
by: Xu, Mingyu, et al.
Published: (2026)

LogicPuzzleRL: Cultivating Robust Mathematical Reasoning in LLMs via Reinforcement Learning
by: Wong, Zhen Hao, et al.
Published: (2025)

Neighboring Perturbations of Knowledge Editing on Large Language Models
by: Ma, Jun-Yu, et al.
Published: (2024)

Synergizing Logical Reasoning, Knowledge Management and Collaboration in Multi-Agent LLM System
by: Kostka, Adam, et al.
Published: (2025)

Logical Phase Transitions: Understanding Collapse in LLM Logical Reasoning
by: Zhang, Xinglang, et al.
Published: (2026)

CKnowEdit: A New Chinese Knowledge Editing Dataset for Linguistics, Facts, and Logic Error Correction in LLMs
by: Fang, Jizhan, et al.
Published: (2024)

Bridging Graph Structure and Knowledge-Guided Editing for Interpretable Temporal Knowledge Graph Reasoning
by: Fan, Shiqi, et al.
Published: (2026)

Agent-Knowledge Logic for Alternative Epistemic Logic
by: Nishimura, Yuki
Published: (2024)

TEILP: Time Prediction over Knowledge Graphs via Logical Reasoning
by: Xiong, Siheng, et al.
Published: (2023)

Boosting LLM's Molecular Structure Elucidation with Knowledge Enhanced Tree Search Reasoning
by: Zhuang, Xiang, et al.
Published: (2025)

Knowledge Vector of Logical Reasoning in Large Language Models
by: Wang, Zixuan, et al.
Published: (2026)

Neural Probabilistic Logic Learning for Knowledge Graph Reasoning
by: Sun, Fengsong, et al.
Published: (2024)

KOS-TL (Knowledge Operation System Type Logic)
by: Chen, Peng
Published: (2026)

How Knowledge Popularity Influences and Enhances LLM Knowledge Boundary Perception
by: Ni, Shiyu, et al.
Published: (2025)

Using Domain Knowledge to Guide Dialog Structure Induction via Neural Probabilistic Soft Logic
by: Pryor, Connor, et al.
Published: (2024)

Reasoning with Graphs: Structuring Implicit Knowledge to Enhance LLMs Reasoning
by: Han, Haoyu, et al.
Published: (2025)

Matrix as Plan: Structured Logical Reasoning with Feedback-Driven Replanning
by: Chen, Ke, et al.
Published: (2026)

Assessing and Enhancing the Robustness of Large Language Models with Task Structure Variations for Logical Reasoning
by: Bao, Qiming, et al.
Published: (2023)

Learning to Generate Formally Verifiable Step-by-Step Logic Reasoning via Structured Formal Intermediaries
by: Chen, Luoxin, et al.
Published: (2026)

Chase Anonymisation: Privacy-Preserving Knowledge Graphs with Logical Reasoning
by: Bellomarini, Luigi, et al.
Published: (2024)

Reasoning About Probabilities, Actions, and Knowledge in Fuzzy Modal Logic
by: Kozhemiachenko, Daniil, et al.
Published: (2026)

Controllable Logical Hypothesis Generation for Abductive Reasoning in Knowledge Graphs
by: Gao, Yisen, et al.
Published: (2025)

Logical Reasoning with Relation Network for Inductive Knowledge Graph Completion
by: Zhang, Qinggang, et al.
Published: (2024)

A Large Language Model Based Method for Complex Logical Reasoning over Knowledge Graphs
by: Zhang, Ziyan, et al.
Published: (2025)

LogicReward: Incentivizing LLM Reasoning via Step-Wise Logical Supervision
by: Xu, Jundong, et al.
Published: (2025)

Logic of Awareness for Nested Knowledge
by: Kubono, Yudai
Published: (2024)

On the Logical Content of Knowledge Bases
by: Gheorghiu, Alexader V., et al.
Published: (2025)