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 2531–2540 of 2974 papers

Title	Date	Tasks	Status
KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?	Apr 4, 2024	Knowledge GraphsRecommendation Systems	CodeCode Available
Large-scale Multi-granular Concept Extraction Based on Machine Reading Comprehension	Aug 30, 2022	DescriptiveKnowledge Graphs	CodeCode Available
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge Graphs	Oct 17, 2023	Complex Query AnsweringKnowledge Graphs	CodeCode Available
Hypernetwork Knowledge Graph Embeddings	Aug 21, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available
Learning Attention-based Embeddings for Relation Prediction in Knowledge Graphs	Jun 4, 2019	Knowledge Base CompletionKnowledge Graph Completion	CodeCode Available
A Physical Embedding Model for Knowledge Graphs	Jan 21, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
StreamE: Learning to Update Representations for Temporal Knowledge Graphs in Streaming Scenarios	Jul 1, 2023	Knowledge Graphs	CodeCode Available
Unsupervised Deep Cross-Language Entity Alignment	Sep 19, 2023	Entity Alignmentfr-en	CodeCode Available
Diversity matters: Robustness of bias measurements in Wikidata	Feb 27, 2023	AttributeDiversity	CodeCode Available
VOGUE: Answer Verbalization through Multi-Task Learning	Jun 24, 2021	Answer GenerationKnowledge Graphs	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