Knowledge Graphs

iKnow-audio: Integrating Knowledge Graphs with Audio-Language Models EMNLP 2025 Investigating Language Preference of Multilingual RAG Systems ACL 2025 Judge and Improve: Towards a Better Reasoning of Knowledge Graphs with Large Language Models EMNLP 2025 KAPA: A Deliberative Agent Framework with Tree-Structured Knowledge Base for Multi-Domain User Intent Understanding ACL 2025 KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models ACL 2025 KG-CQR: Leveraging Structured Relation Representations in Knowledge Graphs for Contextual Query Retrieval EMNLP 2025 Knowledge Base Construction for Knowledge-Augmented Text-to-SQL ACL 2025 Knowledge Graph Completion with Relation-Aware Anchor Enhancement AAAI 2025 KnowRA: Knowledge Retrieval Augmented Method for Document-level Relation Extraction with Comprehensive Reasoning Abilities IJCAI 2025 Large Language Models Meet Knowledge Graphs for Question Answering: Synthesis and Opportunities EMNLP 2025 LightPROF: A Lightweight Reasoning Framework for Large Language Model on Knowledge Graph AAAI 2025 LILaC: Late Interacting in Layered Component Graph for Open-domain Multimodal Multihop Retrieval EMNLP 2025 LLM4VKG: Leveraging Large Language Models for Virtual Knowledge Graph Construction IJCAI 2025 MAGIC: A Multi-Hop and Graph-Based Benchmark for Inter-Context Conflicts in Retrieval-Augmented Generation EMNLP 2025 MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering ACL 2025 Multilingual Verbalisation of Knowledge Graphs EMNLP 2025 My Climate CoPilot: A Question Answering System for Climate Adaptation in Agriculture ACL 2025 Ontology-Guided Reverse Thinking Makes Large Language Models Stronger on Knowledge Graph Question Answering ACL 2025 Practical Solutions to Practical Problems in Developing Argument Mining Systems ACL 2025 Predicate-Conditional Conformalized Answer Sets for Knowledge Graph Embeddings ACL 2025 PropRAG: Guiding Retrieval with Beam Search over Proposition Paths EMNLP 2025 Reasoning of Large Language Models over Knowledge Graphs with Super-Relations ICLR 2025 Reflection on Knowledge Graph for Large Language Models Reasoning ACL 2025 RJE: A Retrieval-Judgment-Exploration Framework for Efficient Knowledge Graph Question Answering with LLMs EMNLP 2025 Schema Generation for Large Knowledge Graphs Using Large Language Models EMNLP 2025