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 1221–1230 of 2974 papers

Title	Date	Tasks	Status	Score
i-Align: an interpretable knowledge graph alignment model	Aug 26, 2023	Knowledge Graphsmodel	CodeCode Available	5
Heterogeneous Hypergraph Embedding for Recommendation Systems	Jul 4, 2024	hypergraph embeddingKnowledge Graphs	CodeCode Available	5
Identifying and Explaining Discriminative Attributes	Sep 5, 2019	AttributeKnowledge Graphs	CodeCode Available	5
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning	Apr 2, 2023	Few-Shot LearningInductive Learning	CodeCode Available	5
Improving rule mining via embedding-based link prediction	Jun 14, 2024	Knowledge GraphsLink Prediction	CodeCode Available	5
Hi-ArG: Exploring the Integration of Hierarchical Argumentation Graphs in Language Pretraining	Dec 1, 2023	Knowledge Graphs	CodeCode Available	5
Hierarchical Blockmodelling for Knowledge Graphs	Aug 28, 2024	Knowledge Graphs	CodeCode Available	5
LogicRec: Recommendation with Users' Logical Requirements	Apr 23, 2023	Knowledge GraphsRecommendation Systems	CodeCode Available	5
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation Extraction	Nov 2, 2022	Knowledge GraphsRelation	CodeCode Available	5
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low Dimensions	Apr 28, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5

Show:10 25 50

← PrevPage 123 of 298Next →

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