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 1281–1290 of 2974 papers

Title	Date	Tasks	Status
CRFR: Improving Conversational Recommender Systems via Flexible Fragments Reasoning on Knowledge Graphs	Nov 1, 2021	Knowledge GraphsRecommendation Systems	—Unverified
IICONGRAPH: improved Iconographic and Iconological Statements in Knowledge Graphs	Jan 24, 2024	Knowledge GraphsQuestion Answering	—Unverified
InterHT: Knowledge Graph Embeddings by Interaction between Head and Tail Entities	Feb 10, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs	Aug 1, 2018	Binary ClassificationKnowledge Graphs	—Unverified
IME: Integrating Multi-curvature Shared and Specific Embedding for Temporal Knowledge Graph Completion	Mar 28, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Interplay of Semantic Communication and Knowledge Learning	Jan 18, 2024	Data AugmentationKnowledge Graphs	—Unverified
Interpretable Graph Convolutional Neural Networks for Inference on Noisy Knowledge Graphs	Dec 1, 2018	DenoisingKnowledge Graphs	—Unverified
H2KGAT: Hierarchical Hyperbolic Knowledge Graph Attention Network	Nov 1, 2020	Graph AttentionGraph Embedding	—Unverified
Improving Complex Reasoning over Knowledge Graph with Logic-Aware Curriculum Tuning	May 2, 2024	Knowledge GraphsLogical Reasoning	—Unverified
Creating Knowledge Graphs Subsets using Shape Expressions	Oct 22, 2021	Knowledge Graphs	—Unverified

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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