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 2041–2050 of 2974 papers

Title	Date	Tasks	Status
Tracking the progress of Language Models by extracting their underlying Knowledge Graphs	Jan 1, 2021	Knowledge GraphsWord Embeddings	—Unverified
Trans4E: Link Prediction on Scholarly Knowledge Graphs	Jul 3, 2021	ArticlesGraph Embedding	—Unverified
TransAlign: Fully Automatic and Effective Entity Alignment for Knowledge Graphs	Oct 16, 2022	Entity AlignmentEntity Embeddings	—Unverified
TransBox: EL++-closed Ontology Embedding	Oct 18, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Transfer in Deep Reinforcement Learning using Knowledge Graphs	Aug 19, 2019	Deep Reinforcement LearningKnowledge Graphs	—Unverified
Transformer-Based Multimodal Knowledge Graph Completion with Link-Aware Contexts	Jan 26, 2025	Graph EmbeddingKnowledge Graph Completion	—Unverified
Transformer-based Subject Entity Detection in Wikipedia Listings	Oct 4, 2022	Knowledge GraphsQuestion Answering	—Unverified
Transformers for Complex Query Answering over Knowledge Hypergraphs	Apr 23, 2025	Complex Query AnsweringKnowledge Graphs	—Unverified
TransGCN:Coupling Transformation Assumptions with Graph Convolutional Networks for Link Prediction	Oct 1, 2019	DecoderEntity Embeddings	—Unverified
Transition-based Knowledge Graph Embedding with Relational Mapping Properties	Dec 1, 2014	Graph EmbeddingInformation Retrieval	—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