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Methodology
← Representation
Knowledge & Reasoning
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Representation
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Knowledge Graphs
1534 directly classified papers
Papers per year
2002: 1
2006: 2
2007: 2
2008: 3
2009: 2
2010: 6
2011: 4
2012: 4
2013: 11
2014: 1
2016: 15
2017: 47
2018: 77
2019: 131
2020: 157
2021: 179
2022: 243
2023: 207
2024: 200
2025: 241
2026: 1
Papers
Multilingual Knowledge Graph Completion via Efficient Multilingual Knowledge Sharing
EMNLP 2025
KaeDe: Progressive Generation of Logical Forms via Knowledge-Aware Question Decomposition for Improved KBQA
EMNLP 2025
EventRAG: Enhancing LLM Generation with Event Knowledge Graphs
ACL 2025
ForestCast: Open-Ended Event Forecasting with Semantic News Forest
EMNLP 2025
SLiNT: Structure-aware Language Model with Injection and Contrastive Training for Knowledge Graph Completion
EMNLP 2025
From Knowledge to Treatment: Large Language Model Assisted Biomedical Concept Representation for Drug Repurposing
EMNLP 2025
Mixed-Curvature Multi-Modal Knowledge Graph Completion
AAAI 2025
S²DN: Learning to Denoise Unconvincing Knowledge for Inductive Knowledge Graph Completion
AAAI 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
GraphMind: Interactive Novelty Assessment System for Accelerating Scientific Discovery
EMNLP 2025
mRAKL: Multilingual Retrieval-Augmented Knowledge Graph Construction for Low-Resourced Languages
ACL 2025
Can Knowledge Graphs Make Large Language Models More Trustworthy? An Empirical Study Over Open-ended Question Answering
ACL 2025
KG-Agent: An Efficient Autonomous Agent Framework for Complex Reasoning over Knowledge Graph
ACL 2025
Generating Spatial Knowledge Graphs from Automotive Diagrams for Question Answering
EMNLP 2025
MAGIC-VQA: Multimodal And Grounded Inference with Commonsense Knowledge for Visual Question Answering
ACL 2025
Tokenization, Fusion, and Augmentation: Towards Fine-grained Multi-modal Entity Representation
AAAI 2025
APKGC: Noise-enhanced Multi-Modal Knowledge Graph Completion with Attention Penalty
AAAI 2025
Temporal Conjunctive Query Answering via Rewriting
AAAI 2025
Just KIDDIN’ : Knowledge Infusion and Distillation for Detection of INdecent Memes
ACL 2025
STLC-KG:A Social Text Steganalysis Method Combining Large-Scale Language Models and Common-Sense Knowledge Graphs
AAAI 2025
A Mutual Information Perspective on Knowledge Graph Embedding
ACL 2025
Rank, Chunk and Expand: Lineage-Oriented Reasoning for Taxonomy Expansion
ACL 2025
Beyond Completion: A Foundation Model for General Knowledge Graph Reasoning
ACL 2025
M³GQA: A Multi-Entity Multi-Hop Multi-Setting Graph Question Answering Benchmark
ACL 2025
Beyond Citations: Integrating Finding-Based Relations for Improved Biomedical Article Representations
ACL 2025
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