Cover Image

LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Zhu, Yuqi, Wang, Xiaohan, Chen, Jing, Qiao, Shuofei, Ou, Yixin, Yao, Yunzhi, Deng, Shumin, Chen, Huajun, Zhang, Ningyu
Format:	Preprint
Published:	2023
Subjects:	Computation and Language Artificial Intelligence Databases Information Retrieval Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Editing Conceptual Knowledge for Large Language Models
by: Wang, Xiaohan, et al.
Published: (2024)

OneEdit: A Neural-Symbolic Collaboratively Knowledge Editing System
by: Zhang, Ningyu, et al.
Published: (2024)

Knowledge Circuits in Pretrained Transformers
by: Yao, Yunzhi, et al.
Published: (2024)

Learned Data Compression: Challenges and Opportunities for the Future
by: Liu, Qiyu, et al.
Published: (2024)

CaKE: Circuit-aware Editing Enables Generalizable Knowledge Learners
by: Yao, Yunzhi, et al.
Published: (2025)

Empowering Graph-based Approximate Nearest Neighbor Search with Adaptive Awareness Capabilities
by: Ruan, Jiancheng, et al.
Published: (2025)

Continual Multimodal Knowledge Graph Construction
by: Chen, Xiang, et al.
Published: (2023)

OneGen: Efficient One-Pass Unified Generation and Retrieval for LLMs
by: Zhang, Jintian, et al.
Published: (2024)

TabSQLify: Enhancing Reasoning Capabilities of LLMs Through Table Decomposition
by: Nahid, Md Mahadi Hasan, et al.
Published: (2024)

Retrieval-augmented Prompt Learning for Pre-trained Foundation Models
by: Chen, Xiang, et al.
Published: (2025)

From Data to Behavior: Predicting Unintended Model Behaviors Before Training
by: Wang, Mengru, et al.
Published: (2026)

SciAtlas: A Large-Scale Knowledge Graph for Automated Scientific Research
by: Qiao, Shuofei, 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)

BubbleRAG: Evidence-Driven Retrieval-Augmented Generation for Black-Box Knowledge Graphs
by: Pan, Duyi, et al.
Published: (2026)

How Do LLMs Acquire New Knowledge? A Knowledge Circuits Perspective on Continual Pre-Training
by: Ou, Yixin, et al.
Published: (2025)

HyEm: Query-Adaptive Hyperbolic Retrieval for Biomedical Ontologies via Euclidean Vector Indexing
by: Deng, Ou, et al.
Published: (2026)

GRASP: Generic Reasoning And SPARQL Generation across Knowledge Graphs
by: Walter, Sebastian, et al.
Published: (2025)

IEPile: Unearthing Large-Scale Schema-Based Information Extraction Corpus
by: Gui, Honghao, et al.
Published: (2024)

Unveiling the Pitfalls of Knowledge Editing for Large Language Models
by: Li, Zhoubo, et al.
Published: (2023)

LightThinker++: From Reasoning Compression to Memory Management
by: Zhu, Yuqi, et al.
Published: (2026)

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

A2RAG: Adaptive Agentic Graph Retrieval for Cost-Aware and Reliable Reasoning
by: Liu, Jiate, et al.
Published: (2026)

Making Language Models Better Tool Learners with Execution Feedback
by: Qiao, Shuofei, et al.
Published: (2023)

RouterKGQA: Specialized--General Model Routing for Constraint-Aware Knowledge Graph Question Answering
by: Yuan, Bo, et al.
Published: (2026)

Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study
by: Zhu, Yuqi, et al.
Published: (2025)

OneKE: A Dockerized Schema-Guided LLM Agent-based Knowledge Extraction System
by: Luo, Yujie, et al.
Published: (2024)

ReSearch: A Multi-Stage Machine Learning Framework for Earth Science Data Discovery
by: Sun, Youran, et al.
Published: (2026)

RoarGraph: A Projected Bipartite Graph for Efficient Cross-Modal Approximate Nearest Neighbor Search
by: Chen, Meng, et al.
Published: (2024)

DSparsE: Dynamic Sparse Embedding for Knowledge Graph Completion
by: Yang, Chuhong, et al.
Published: (2024)

KnowAgent: Knowledge-Augmented Planning for LLM-Based Agents
by: Zhu, Yuqi, et al.
Published: (2024)

Aligning Agentic World Models via Knowledgeable Experience Learning
by: Ren, Baochang, et al.
Published: (2026)

LIRA: A Learning-based Query-aware Partition Framework for Large-scale ANN Search
by: Zeng, Ximu, et al.
Published: (2025)

LightThinker: Thinking Step-by-Step Compression
by: Zhang, Jintian, et al.
Published: (2025)

Efficiently Constructing Sparse Navigable Graphs
by: Conway, Alex, et al.
Published: (2025)

CRouting: Reducing Expensive Distance Calls in Graph-Based Approximate Nearest Neighbor Search
by: Li, Zhenxin, et al.
Published: (2025)

Efficient Data-aware Distance Comparison Operations for High-Dimensional Approximate Nearest Neighbor Search
by: Deng, Liwei, et al.
Published: (2024)

AlayaLaser: Efficient Index Layout and Search Strategy for Large-scale High-dimensional Vector Similarity Search
by: Chen, Weijian, et al.
Published: (2026)

Knowledge Graph-based Retrieval-Augmented Generation for Schema Matching
by: Ma, Chuangtao, et al.
Published: (2025)

Capturing Legal Reasoning Paths from Facts to Law in Court Judgments using Knowledge Graphs
by: Kondo, Ryoma, et al.
Published: (2025)

A Survey on Extractive Knowledge Graph Summarization: Applications, Approaches, Evaluation, and Future Directions
by: Wang, Xiaxia, et al.
Published: (2024)