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 2951–2974 of 2974 papers

Title	Date	Tasks	Status
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
A Semantic Partitioning Method for Large-Scale Training of Knowledge Graph Embeddings	Jan 8, 2025	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
A Dual-Perspective Metaphor Detection Framework Using Large Language Models	Dec 23, 2024	Decision MakingKnowledge Graphs	CodeCode Available
Column-Oriented Datalog Materialization for Large Knowledge Graphs (Extended Technical Report)	Nov 28, 2015	Knowledge Graphs	CodeCode Available
Analogical Inference for Multi-Relational Embeddings	May 6, 2017	Knowledge GraphsLink Prediction	CodeCode Available
Enabling Scalable Evaluation of Bias Patterns in Medical LLMs	Oct 18, 2024	Knowledge GraphsSpecificity	CodeCode Available
On the Security Risks of Knowledge Graph Reasoning	May 3, 2023	Knowledge Graphs	CodeCode Available
On the Use of ArXiv as a Dataset	Apr 30, 2019	ArticlesAuthor Attribution	CodeCode Available
Timeline-based Sentence Decomposition with In-Context Learning for Temporal Fact Extraction	May 16, 2024	In-Context LearningKnowledge Graphs	CodeCode Available
Semantic Web: Past, Present, and Future	Dec 22, 2024	Data IntegrationKnowledge Graphs	CodeCode Available
TimelineKGQA: A Comprehensive Question-Answer Pair Generator for Temporal Knowledge Graphs	Jan 8, 2025	Knowledge GraphsQuestion Answering	CodeCode Available
Collective Entity Alignment via Adaptive Features	Dec 18, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available
Enabling knowledge discovery in natural hazard engineering datasets on DesignSafe	Apr 21, 2023	Knowledge Graphs	CodeCode Available
Ontology-Guided, Hybrid Prompt Learning for Generalization in Knowledge Graph Question Answering	Feb 6, 2025	Graph Question AnsweringKnowledge Graphs	CodeCode Available
When and Where Did it Happen? An Encoder-Decoder Model to Identify Scenario Context	Oct 10, 2024	Data AugmentationDecoder	CodeCode Available
Empowering recommender systems using automatically generated Knowledge Graphs and Reinforcement Learning	Jul 11, 2023	Decision MakingKnowledge Graphs	CodeCode Available
Employing Argumentation Knowledge Graphs for Neural Argument Generation	Aug 1, 2021	Knowledge GraphsText Generation	CodeCode Available
Embedding Uncertain Knowledge Graphs	Nov 26, 2018	Binary ClassificationGeneral Classification	CodeCode Available
Semi-supervised Entity Alignment via Joint Knowledge Embedding Model and Cross-graph Model	Nov 1, 2019	Entity AlignmentGraph Attention	CodeCode Available
Embedding Knowledge Graphs Attentive to Positional and Centrality Qualities	Jun 1, 2021	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
CollabKG: A Learnable Human-Machine-Cooperative Information Extraction Toolkit for (Event) Knowledge Graph Construction	Jul 3, 2023	Event Extractiongraph construction	CodeCode Available
SemTK: An Ontology-first, Open Source Semantic Toolkit for Managing and Querying Knowledge Graphs	Oct 31, 2017	Knowledge Graphs	CodeCode Available
An Adversarial Transfer Network for Knowledge Representation Learning	Apr 30, 2021	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
A robust feature reinforcement framework for heterogeneous graphs neural networks	Nov 16, 2022	Graph EmbeddingKnowledge Graphs	CodeCode Available

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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