Representation

Injecting Structured Knowledge into LLMs via Graph Neural Networks ACL 2025 Integrating Answer Set Programming and Large Language Models for Enhanced Structured Representation of Complex Knowledge in Natural Language IJCAI 2025 Integrating Biological Knowledge for Robust Microscopy Image Profiling on De Novo Cell Lines ICCV 2025 Integrating Large Language Models and Möbius Group Transformations for Temporal Knowledge Graph Embedding on the Riemann Sphere AAAI 2025 Interpretable Neural Causal Models with TRAM-DAGs CLeaR 2025 Invariant Deep Uplift Modeling for Incentive Assignment in Online Marketing via Probability of Necessity and Sufficiency ICML 2025 iQUEST: An Iterative Question-Guided Framework for Knowledge Base Question Answering ACL 2025 Is Complex Query Answering Really Complex? ICML 2025 ISR: Self-Refining Referring Expressions for Entity Grounding ACL 2025 Iterative Repair with Weak Verifiers for Few-shot Transfer in KBQA with Unanswerability ACL 2025 Judge and Improve: Towards a Better Reasoning of Knowledge Graphs with Large Language Models EMNLP 2025 JurisGraph Insight Engine 1.0v: A Legal Question Answering System Based on Large Language Models and Knowledge Graphs ACML 2025 Just KIDDIN’ : Knowledge Infusion and Distillation for Detection of INdecent Memes ACL 2025 KaeDe: Progressive Generation of Logical Forms via Knowledge-Aware Question Decomposition for Improved KBQA EMNLP 2025 KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model’s Reasoning Path Aggregation ACL 2025 KBQA-o1: Agentic Knowledge Base Question Answering with Monte Carlo Tree Search ICML 2025 KERLQA: Knowledge-Enhanced Reinforcement Learning for Question Answering in Low-resource Languages IJCNLP 2025 KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph ACL 2025 KGCL: Knowledge-Enhanced Graph Contrastive Learning for Retrosynthesis Prediction Based on Molecular Graph Editing IJCAI 2025 KGCRR: An Effective Metric-Driven Knowledge Graph Completion Framework by Designing a Novel Upper Bound Function with Adaptive Approximation to Reciprocal Rank AAAI 2025 KGE Calibrator: An Efficient Probability Calibration Method of Knowledge Graph Embedding Models for Trustworthy Link Prediction EMNLP 2025 KGFakeNet: A Knowledge Graph-Enhanced Model for Fake News Detection COLING 2025 KGMark: A Diffusion Watermark for Knowledge Graphs ICML 2025 KG-TRICK: Unifying Textual and Relational Information Completion of Knowledge for Multilingual Knowledge Graphs COLING 2025 KMatrix-2: A Comprehensive Heterogeneous Knowledge Collaborative Enhancement Toolkit for Large Language Model EMNLP 2025