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 126–150 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Drug Similarity and Link Prediction Using Graph Embeddings on Medical Knowledge Graphs	Oct 22, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
DegreEmbed: incorporating entity embedding into logic rule learning for knowledge graph reasoning	Dec 18, 2021	Knowledge GraphsLink Prediction	CodeCode Available	1	5
A Universal Question-Answering Platform for Knowledge Graphs	Mar 1, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1	5
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs	May 21, 2025	Knowledge DistillationKnowledge Graphs	CodeCode Available	1	5
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering	Aug 31, 2023	BenchmarkingDataset Generation	CodeCode Available	1	5
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs	Feb 4, 2023	Knowledge GraphsLink Prediction	CodeCode Available	1	5
DDGCN: Dual Dynamic Graph Convolutional Networks for Rumor Detection on Social Media	Feb 22, 2022	Knowledge Graphs	CodeCode Available	1	5
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects	Aug 4, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
A Generalization of Transformer Networks to Graphs	Dec 17, 2020	Graph RegressionInductive Bias	CodeCode Available	1	5
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era	Dec 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1	5
Debate on Graph: a Flexible and Reliable Reasoning Framework for Large Language Models	Sep 5, 2024	Answer GenerationGraph Question Answering	CodeCode Available	1	5
CSKG: The CommonSense Knowledge Graph	Dec 21, 2020	Knowledge GraphsNatural Language Understanding	CodeCode Available	1	5
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity Alignment	May 11, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	1	5
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph Prompting	Apr 13, 2024	HallucinationKnowledge Graphs	CodeCode Available	1	5
A Study of Situational Reasoning for Traffic Understanding	Jun 5, 2023	Decision MakingKnowledge Graphs	CodeCode Available	1	5
CycleGT: Unsupervised Graph-to-Text and Text-to-Graph Generation via Cycle Training	Jun 8, 2020	Graph GenerationKnowledge Graphs	CodeCode Available	1	5
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1	5
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question Answering	May 25, 2021	Abstract Meaning RepresentationARC	CodeCode Available	1	5
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks	Apr 4, 2021	Conversational Question AnsweringGraph Attention	CodeCode Available	1	5
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning	Nov 25, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1	5
Convolutional 2D Knowledge Graph Embeddings	Jul 5, 2017	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
Adversarial Robustness of Representation Learning for Knowledge Graphs	Sep 30, 2022	Adversarial RobustnessData Poisoning	CodeCode Available	1	5
A Simple Approach to Case-Based Reasoning in Knowledge Bases	Jun 25, 2020	Knowledge GraphsMeta-Learning	CodeCode Available	1	5
ASER: A Large-scale Eventuality Knowledge Graph	May 1, 2019	Knowledge GraphsWorld Knowledge	CodeCode Available	1	5
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge Graphs	Sep 30, 2019	Graph AttentionKnowledge Graphs	CodeCode Available	1	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