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 2641–2650 of 2974 papers

Title	Date	Tasks	Status
A Decade of Scholarly Research on Open Knowledge Graphs	Jun 22, 2023	ArticlesEntity Linking	CodeCode Available
GraphAgent: Agentic Graph Language Assistant	Dec 22, 2024	Knowledge GraphsNode Classification	CodeCode Available
Recurrent Event Network: Autoregressive Structure Inference over Temporal Knowledge Graphs	Apr 11, 2019	Knowledge GraphsLink Prediction	CodeCode Available
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge Graphs	Dec 18, 2023	Decision MakingKnowledge Graphs	CodeCode Available
LLM as Prompter: Low-resource Inductive Reasoning on Arbitrary Knowledge Graphs	Feb 19, 2024	Knowledge Graphs	CodeCode Available
Grain: Improving Data Efficiency of Graph Neural Networks via Diversified Influence Maximization	Jul 31, 2021	Active LearningKnowledge Graphs	CodeCode Available
Adaptive Stochastic Weight Averaging	Jun 27, 2024	image-classificationImage Classification	CodeCode Available
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment Decoding	Jan 23, 2024	Entity AlignmentEntity Embeddings	CodeCode Available
AutoLLM-CARD: Towards a Description and Landscape of Large Language Models	Sep 25, 2024	Knowledge Graphsnamed-entity-recognition	CodeCode Available
Discovering alignment relations with Graph Convolutional Networks: a biomedical case study	Nov 11, 2020	ClusteringKnowledge 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