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 2891–2900 of 2974 papers

Title	Date	Tasks	Status
Neural Variational Inference For Estimating Uncertainty in Knowledge Graph Embeddings	Jun 12, 2019	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
SeDyT: A General Framework for Multi-Step Event Forecasting via Sequence Modeling on Dynamic Entity Embeddings	Sep 9, 2021	Entity EmbeddingsGraph Neural Network	CodeCode Available
Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge Graph	Jan 31, 2018	Knowledge GraphsQuestion Answering	CodeCode Available
Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information Retrieval	May 19, 2018	Information RetrievalKnowledge Graphs	CodeCode Available
The Role of Graph Topology in the Performance of Biomedical Knowledge Graph Completion Models	Sep 6, 2024	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge Refinement	Feb 4, 2025	Knowledge Graphs	CodeCode Available
Complex Logical Query Answering by Calibrating Knowledge Graph Completion Models	Sep 30, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
CommunityKG-RAG: Leveraging Community Structures in Knowledge Graphs for Advanced Retrieval-Augmented Generation in Fact-Checking	Aug 16, 2024	Fact CheckingInformation Retrieval	CodeCode Available
Neuro-symbolic representation learning on biological knowledge graphs	Dec 13, 2016	Data IntegrationKnowledge Graphs	CodeCode Available
What Makes Entities Similar? A Similarity Flooding Perspective for Multi-sourced Knowledge Graph Embeddings	Jun 5, 2023	Entity AlignmentKnowledge Graph Embeddings	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