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 2581–2590 of 2974 papers

Title	Date	Tasks	Status
Learning to Deceive Knowledge Graph Augmented Models via Targeted Perturbation	Oct 24, 2020	Knowledge GraphsQuestion Answering	CodeCode Available
Learning to Denoise Biomedical Knowledge Graph for Robust Molecular Interaction Prediction	Dec 9, 2023	DenoisingDrug Discovery	CodeCode Available
BiasKG: Adversarial Knowledge Graphs to Induce Bias in Large Language Models	May 8, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available
Learning to Explain Entity Relationships in Knowledge Graphs	Jul 1, 2015	Knowledge GraphsLearning-To-Rank	CodeCode Available
Learning to Exploit Long-term Relational Dependencies in Knowledge Graphs	May 13, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available
Heterogeneous Hypergraph Embedding for Recommendation Systems	Jul 4, 2024	hypergraph embeddingKnowledge Graphs	CodeCode Available
Learning to Rank Query Graphs for Complex Question Answering over Knowledge Graphs	Nov 2, 2018	Graph RankingKnowledge Graphs	CodeCode Available
Differentiating Concepts and Instances for Knowledge Graph Embedding	Nov 12, 2018	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Random Entity Quantization for Parameter-Efficient Compositional Knowledge Graph Representation	Oct 24, 2023	Knowledge GraphsQuantization	CodeCode Available
Ranking Narrative Query Graphs for Biomedical Document Retrieval (Technical Report)	Dec 6, 2024	Knowledge GraphsRetrieval	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