Cover Image

Ground-Truth Subgraphs for Better Training and Evaluation of Knowledge Graph Augmented LLMs

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Cattaneo, Alberto, Luschi, Carlo, Justus, Daniel
Format:	Preprint
Published:	2025
Subjects:	Machine Learning Artificial Intelligence Computation and Language Information Retrieval
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

UltRAG: a Universal Simple Scalable Recipe for Knowledge Graph RAG
by: Georgiev, Dobrik, et al.
Published: (2026)

Paths to Causality: Finding Informative Subgraphs Within Knowledge Graphs for Knowledge-Based Causal Discovery
by: Susanti, Yuni, et al.
Published: (2025)

InnoEval: On Research Idea Evaluation as a Knowledge-Grounded, Multi-Perspective Reasoning Problem
by: Qiao, Shuofei, et al.
Published: (2026)

RAG Foundry: A Framework for Enhancing LLMs for Retrieval Augmented Generation
by: Fleischer, Daniel, et al.
Published: (2024)

SimGRAG: Leveraging Similar Subgraphs for Knowledge Graphs Driven Retrieval-Augmented Generation
by: Cai, Yuzheng, et al.
Published: (2024)

Explainable Lane Change Prediction for Near-Crash Scenarios Using Knowledge Graph Embeddings and Retrieval Augmented Generation
by: Manzour, M., et al.
Published: (2025)

Inside CORE-KG: Evaluating Structured Prompting and Coreference Resolution for Knowledge Graphs
by: Meher, Dipak, et al.
Published: (2025)

Knowledge Conflicts for LLMs: A Survey
by: Xu, Rongwu, et al.
Published: (2024)

LLMs for Knowledge Graph Construction and Reasoning: Recent Capabilities and Future Opportunities
by: Zhu, Yuqi, et al.
Published: (2023)

Augmenting Knowledge Graph Hierarchies Using Neural Transformers
by: Sharma, Sanat, et al.
Published: (2024)

RankRAG: Unifying Context Ranking with Retrieval-Augmented Generation in LLMs
by: Yu, Yue, et al.
Published: (2024)

Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion
by: Baek, Jinheon, et al.
Published: (2023)

Affordable AI Assistants with Knowledge Graph of Thoughts
by: Besta, Maciej, et al.
Published: (2025)

Retrieval-Augmented Generation with Knowledge Graphs for Customer Service Question Answering
by: Xu, Zhentao, et al.
Published: (2024)

NV-Embed: Improved Techniques for Training LLMs as Generalist Embedding Models
by: Lee, Chankyu, et al.
Published: (2024)

Is Implicit Knowledge Enough for LLMs? A RAG Approach for Tree-based Structures
by: Gupte, Mihir, et al.
Published: (2025)

KGGen: Extracting Knowledge Graphs from Plain Text with Language Models
by: Mo, Belinda, et al.
Published: (2025)

SciAtlas: A Large-Scale Knowledge Graph for Automated Scientific Research
by: Qiao, Shuofei, et al.
Published: (2026)

GraphRAG on Consumer Hardware: Benchmarking Local LLMs for Healthcare EHR Schema Retrieval
by: Fernandes, Peter, et al.
Published: (2026)

HeCiX: Integrating Knowledge Graphs and Large Language Models for Biomedical Research
by: Kulkarni, Prerana Sanjay, et al.
Published: (2024)

UniGLM: Training One Unified Language Model for Text-Attributed Graph Embedding
by: Fang, Yi, et al.
Published: (2024)

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

Case-Grounded Evidence Verification: A Framework for Constructing Evidence-Sensitive Supervision
by: Arasteh, Soroosh Tayebi, et al.
Published: (2026)

CuriousLLM: Elevating Multi-Document Question Answering with LLM-Enhanced Knowledge Graph Reasoning
by: Yang, Zukang, et al.
Published: (2024)

Dial: A Knowledge-Grounded Dialect-Specific NL2SQL System
by: Zhang, Xiang, et al.
Published: (2026)

QAGCN: Answering Multi-Relation Questions via Single-Step Implicit Reasoning over Knowledge Graphs
by: Wang, Ruijie, et al.
Published: (2022)

Segment First, Retrieve Better: Realistic Legal Search via Rhetorical Role-Based Queries
by: Nigam, Shubham Kumar, et al.
Published: (2025)

Reasoning over User Preferences: Knowledge Graph-Augmented LLMs for Explainable Conversational Recommendations
by: Qiu, Zhangchi, et al.
Published: (2024)

Evaluation of LLMs for Process Model Analysis and Optimization
by: Kumar, Akhil, et al.
Published: (2025)

Evidence-Grounded Multimodal Misinformation Detection with Attention-Based GNNs
by: Duwal, Sharad, et al.
Published: (2025)

Grounded Cache Routing for Retrieval-Augmented Generation: When Is It Safe to Reuse an Answer?
by: Shah, Syed Huma
Published: (2026)

CoRAG: Collaborative Retrieval-Augmented Generation
by: Muhamed, Aashiq, et al.
Published: (2025)

Synthetic Knowledge Ingestion: Towards Knowledge Refinement and Injection for Enhancing Large Language Models
by: Zhang, Jiaxin, et al.
Published: (2024)

PARROT: A Benchmark for Evaluating LLMs in Cross-System SQL Translation
by: Zhou, Wei, et al.
Published: (2025)

Familiarity-Aware Evidence Compression for Retrieval-Augmented Generation
by: Jung, Dongwon, et al.
Published: (2024)

Self-Augmented In-Context Learning for Unsupervised Word Translation
by: Li, Yaoyiran, et al.
Published: (2024)

Retrieval Augmented Generation for Domain-specific Question Answering
by: Sharma, Sanat, et al.
Published: (2024)

Optimization of Retrieval-Augmented Generation Context with Outlier Detection
by: Bulgakov, Vitaly
Published: (2024)

Quantifying Document Impact in RAG-LLMs
by: Gerami, Armin, et al.
Published: (2025)

HealthBranches: Synthesizing Clinically-Grounded Question Answering Datasets via Decision Pathways
by: Cosentino, Cristian, et al.
Published: (2025)