Knowledge Graphs

A knowledge graph is a structured representation of information that organizes data into nodes (entities) and edges (relationships) to show how different pieces of knowledge are interconnected. It enables enhanced data integration, search, and inference by modeling the relationships between concepts and entities in a graph format.

Papers

Recently Added Most Hyped Most Active Needs Verification Most Verified

Showing 626–650 of 2974 papers

Title	Date	Tasks	Status	Score
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and Filtering	May 19, 2025	Knowledge GraphsRAG	CodeCode Available	5
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender Systems	Jun 10, 2025	Knowledge GraphsRecommendation Systems	CodeCode Available	5
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge Graphs	May 16, 2017	Entity EmbeddingsKnowledge Graphs	CodeCode Available	5
Column-Oriented Datalog Materialization for Large Knowledge Graphs (Extended Technical Report)	Nov 28, 2015	Knowledge Graphs	CodeCode Available	5
Knowledge-aware Dual-side Attribute-enhanced Recommendation	Mar 24, 2024	AttributeCollaborative Filtering	CodeCode Available	5
Knowledge-Enhanced Evidence Retrieval for Counterargument Generation	Sep 19, 2021	Knowledge GraphsNatural Language Inference	CodeCode Available	5
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphs	Mar 20, 2023	Cloud ComputingKnowledge Graphs	CodeCode Available	5
Collective Entity Alignment via Adaptive Features	Dec 18, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available	5
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge Graphs	Mar 6, 2024	Knowledge Graphs	CodeCode Available	5
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph Construction	Jul 3, 2023	Event Extractiongraph construction	CodeCode Available	5
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features Filtering	Mar 29, 2024	Collaborative FilteringKnowledge Graphs	CodeCode Available	5
CognTKE: A Cognitive Temporal Knowledge Extrapolation Framework	Dec 21, 2024	Knowledge GraphsRelation	CodeCode Available	5
Cognitive Knowledge Graph Reasoning for One-shot Relational Learning	Jun 13, 2019	Knowledge GraphsRelational Reasoning	CodeCode Available	5
A Semantic Partitioning Method for Large-Scale Training of Knowledge Graph Embeddings	Jan 8, 2025	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge Graphs	Jun 16, 2024	Adversarial AttackAdversarial Robustness	CodeCode Available	5
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance Prediction	Feb 23, 2023	ArticlesKnowledge Graphs	CodeCode Available	5
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse Relations	Dec 31, 2020	Knowledge GraphsLanguage Modeling	CodeCode Available	5
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic Embeddings	May 1, 2022	DecoderFact Selection	CodeCode Available	5
KG-BERT: BERT for Knowledge Graph Completion	Sep 7, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise Questions	Jul 8, 2024	HallucinationKnowledge Graphs	CodeCode Available	5
KGMark: A Diffusion Watermark for Knowledge Graphs	May 29, 2025	Knowledge Graphs	CodeCode Available	5
Fine-Grained Stateful Knowledge Exploration: A Novel Paradigm for Integrating Knowledge Graphs with Large Language Models	Jan 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	5
A robust feature reinforcement framework for heterogeneous graphs neural networks	Nov 16, 2022	Graph EmbeddingKnowledge Graphs	CodeCode Available	5
CleanGraph: Human-in-the-loop Knowledge Graph Refinement and Completion	May 7, 2024	Information RetrievalKnowledge Graphs	CodeCode Available	5
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning	Jun 24, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available	5

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All datasets MARS (Multimodal Analogical Reasoning dataSet)JerichoWorld WikiKG90M-LSC FB15k

Benchmark Results

#	Model	Metric	Claimed	Verified	Status
1	MarT_MKGformer	MRR	0.34	—	Unverified
2	MKGformer	MRR	0.32	—	Unverified
3	MarT_FLAVA	MRR	0.29	—	Unverified
4	ViLBERT	MRR	0.29	—	Unverified
5	IKRL (ANALOGY)	MRR	0.28	—	Unverified
6	IKRL	MRR	0.27	—	Unverified
7	ViLT	MRR	0.26	—	Unverified
8	TransAE	MRR	0.22	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	Worldformer	Set accuracy	39.15	—	Unverified
2	Q*BERT	Set accuracy	32.78	—	Unverified
3	GATA-W	Set accuracy	24.06	—	Unverified
4	Worldformer	Set accuracy	23.22	—	Unverified
5	Seq2Seq	Set accuracy	14.29	—	Unverified
6	Rules	Set accuracy	4.7	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	TransE-Concat	Test MRR	85.48	—	Unverified
2	ComplEx-Concat	Test MRR	0.86	—	Unverified
3	ComplEx-RoBERTa	Test MRR	0.72	—	Unverified
4	TransE-RoBERTa	Test MRR	0.63	—	Unverified

#	Model	Metric	Claimed	Verified	Status
1	COMPLEX	MRR	0.59	—	Unverified