Image de couverture de livre

HyperG: Hypergraph-Enhanced LLMs for Structured Knowledge

Fuente: arXiv

Enregistré dans:

Détails bibliographiques
Auteurs principaux:	Huang, Sirui, Li, Hanqian, Gu, Yanggan, Hu, Xuming, Li, Qing, Xu, Guandong
Format:	Preprint
Publié:	2025
Sujets:	Information Retrieval Computation and Language
Accès en ligne:	Acceder al recurso
Tags:	Ajouter un tag Pas de tags, Soyez le premier à ajouter un tag!

Documents similaires

Reasoning Factual Knowledge in Structured Data with Large Language Models
par: Huang, Sirui, et autres
Publié: (2024)

Hyper-KGGen: A Skill-Driven Knowledge Extractor for High-Quality Knowledge Hypergraph Generation
par: Huang, Rizhuo, et autres
Publié: (2026)

Enhancing LLM Generation with Knowledge Hypergraph for Evidence-Based Medicine
par: Dou, Chengfeng, et autres
Publié: (2025)

LLaMA-E: Empowering E-commerce Authoring with Object-Interleaved Instruction Following
par: Shi, Kaize, et autres
Publié: (2023)

Debiasing Sequential Recommendation with Time-aware Inverse Propensity Scoring
par: Huang, Sirui, et autres
Publié: (2026)

Knowledge in Triples for LLMs: Enhancing Table QA Accuracy with Semantic Extraction
par: Sholehrasa, Hossein, et autres
Publié: (2024)

Refiner: Restructure Retrieval Content Efficiently to Advance Question-Answering Capabilities
par: Li, Zhonghao, et autres
Publié: (2024)

DocPruner: A Storage-Efficient Framework for Multi-Vector Visual Document Retrieval via Adaptive Patch-Level Embedding Pruning
par: Yan, Yibo, et autres
Publié: (2025)

Enhancing LLM Medical Coding with Structured External Knowledge
par: Gan, Yidong, et autres
Publié: (2026)

Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern Retrieval
par: Ding, Wentao, et autres
Publié: (2024)

Beyond the Grid: Layout-Informed Multi-Vector Retrieval with Parsed Visual Document Representations
par: Yan, Yibo, et autres
Publié: (2026)

HyperPIE: Hyperparameter Information Extraction from Scientific Publications
par: Saier, Tarek, et autres
Publié: (2023)

Docs2KG: Unified Knowledge Graph Construction from Heterogeneous Documents Assisted by Large Language Models
par: Sun, Qiang, et autres
Publié: (2024)

Unlocking Multimodal Document Intelligence: From Current Triumphs to Future Frontiers of Visual Document Retrieval
par: Yan, Yibo, et autres
Publié: (2026)

Text Clustering as Classification with LLMs
par: Huang, Chen, et autres
Publié: (2024)

UniHGKR: Unified Instruction-aware Heterogeneous Knowledge Retrievers
par: Min, Dehai, et autres
Publié: (2024)

Knowledge Graph Driven Recommendation System Algorithm
par: Zhang, Chaoyang, et autres
Publié: (2023)

No Free Lunch: Retrieval-Augmented Generation Undermines Fairness in LLMs, Even for Vigilant Users
par: Hu, Mengxuan, et autres
Publié: (2024)

GATHER: Convergence-Centric Hyper-Entity Retrieval for Zero-Shot Cell-Type Annotation
par: Zhang, Zhonghui, et autres
Publié: (2026)

Understanding the Interplay between LLMs' Utilisation of Parametric and Contextual Knowledge: A keynote at ECIR 2025
par: Augenstein, Isabelle
Publié: (2026)

Scent of Knowledge: Optimizing Search-Enhanced Reasoning with Information Foraging
par: Qian, Hongjin, et autres
Publié: (2025)

MultiRAG: A Knowledge-guided Framework for Mitigating Hallucination in Multi-source Retrieval Augmented Generation
par: Wu, Wenlong, et autres
Publié: (2025)

ReFineG: Synergizing Small Supervised Models and LLMs for Low-Resource Grounded Multimodal NER
par: Tang, Jielong, et autres
Publié: (2025)

Injecting External Knowledge into the Reasoning Process Enhances Retrieval-Augmented Generation
par: Tang, Minghao, et autres
Publié: (2025)

GME: Improving Universal Multimodal Retrieval by Multimodal LLMs
par: Zhang, Xin, et autres
Publié: (2024)

G-Refer: Graph Retrieval-Augmented Large Language Model for Explainable Recommendation
par: Li, Yuhan, et autres
Publié: (2025)

ReaSeq: Unleashing World Knowledge via Reasoning for Sequential Modeling
par: Tang, Jiakai, et autres
Publié: (2025)

Rematch: Robust and Efficient Matching of Local Knowledge Graphs to Improve Structural and Semantic Similarity
par: Kachwala, Zoher, et autres
Publié: (2024)

Fact Finder -- Enhancing Domain Expertise of Large Language Models by Incorporating Knowledge Graphs
par: Steinigen, Daniel, et autres
Publié: (2024)

Beyond Relevant Documents: A Knowledge-Intensive Approach for Query-Focused Summarization using Large Language Models
par: Zhang, Weijia, et autres
Publié: (2024)

PK-ICR: Persona-Knowledge Interactive Context Retrieval for Grounded Dialogue
par: Oh, Minsik, et autres
Publié: (2023)

How to Leverage Personal Textual Knowledge for Personalized Conversational Information Retrieval
par: Mo, Fengran, et autres
Publié: (2024)

Ontology-Based Knowledge Graph Framework for Industrial Standard Documents via Hierarchical and Propositional Structuring
par: Park, Jiin, et autres
Publié: (2025)

TagRAG: Tag-guided Hierarchical Knowledge Graph Retrieval-Augmented Generation
par: Tao, Wenbiao, et autres
Publié: (2025)

Evaluating Robustness of Generative Search Engine on Adversarial Factual Questions
par: Hu, Xuming, et autres
Publié: (2024)

Taxonomy-Guided Zero-Shot Recommendations with LLMs
par: Liang, Yueqing, et autres
Publié: (2024)

ScholarSearch: Benchmarking Scholar Searching Ability of LLMs
par: Zhou, Junting, et autres
Publié: (2025)

Predicting Movie Hits Before They Happen with LLMs
par: Agah, Shaghayegh, et autres
Publié: (2025)

Use of a Structured Knowledge Base Enhances Metadata Curation by Large Language Models
par: Sundaram, Sowmya S., et autres
Publié: (2024)

From Model-centered to Human-Centered: Revision Distance as a Metric for Text Evaluation in LLMs-based Applications
par: Ma, Yongqiang, et autres
Publié: (2024)