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 2191–2200 of 2974 papers

Title	Date	Tasks	Status
PKGM: A Pre-trained Knowledge Graph Model for E-commerce Application	Mar 2, 2022	Knowledge GraphsSequential Recommendation	—Unverified
A Tree Extension for CoNLL-RDF	May 1, 2020	Knowledge GraphsSentence	—Unverified
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction	Oct 1, 2019	DecoderEntity Embeddings	—Unverified
WalkingTime: Dynamic Graph Embedding Using Temporal-Topological Flows	Nov 22, 2021	Dynamic graph embeddingGraph Embedding	—Unverified
POINT: a web-based platform for pharmacological investigation enhanced by multi-omics networks and knowledge graphs	Mar 10, 2025	Drug DiscoveryKnowledge Graphs	—Unverified
A Translation-Based Knowledge Graph Embedding Preserving Logical Property of Relations	Jun 1, 2016	Graph EmbeddingKnowledge Graph Completion	—Unverified
PolyG: Effective and Efficient GraphRAG with Adaptive Graph Traversal	Apr 2, 2025	Knowledge Graphs	—Unverified
Populating Web Scale Knowledge Graphs using Distantly Supervised Relation Extraction and Validation	Aug 21, 2019	Knowledge Base CompletionKnowledge Graphs	—Unverified
Posets and Bounded Probabilities for Discovering Order-inducing Features in Event Knowledge Graphs	Oct 8, 2024	Knowledge Graphs	—Unverified
Walk this Way! Entity Walks and Property Walks for RDF2vec	Apr 5, 2022	Graph EmbeddingKnowledge Graph Embedding	—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