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 1041–1050 of 2974 papers

Title	Date	Tasks	Status
Knowledge Graph Context-Enhanced Diversified Recommendation	Oct 20, 2023	DiversityKnowledge Graphs	CodeCode Available
From Multilingual Complexity to Emotional Clarity: Leveraging Commonsense to Unveil Emotions in Code-Mixed Dialogues	Oct 19, 2023	Dialogue UnderstandingEmotional Intelligence	CodeCode Available
PSYCHIC: A Neuro-Symbolic Framework for Knowledge Graph Question-Answering Grounding	Oct 19, 2023	Entity LinkingGraph Question Answering	CodeCode Available
Gold: A Global and Local-aware Denoising Framework for Commonsense Knowledge Graph Noise Detection	Oct 18, 2023	DenoisingKnowledge Graphs	CodeCode Available
Solving Hard Analogy Questions with Relation Embedding Chains	Oct 18, 2023	Knowledge GraphsLanguage Modeling	CodeCode Available
Systematic Assessment of Factual Knowledge in Large Language Models	Oct 18, 2023	Knowledge GraphsQuestion Answering	—Unverified
Multi-view Contrastive Learning for Entity Typing over Knowledge Graphs	Oct 18, 2023	Contrastive LearningEntity Typing	CodeCode Available
A Benchmark for Semi-Inductive Link Prediction in Knowledge Graphs	Oct 18, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge Graphs	Oct 17, 2023	Complex Query AnsweringKnowledge Graphs	CodeCode Available
Integrating 3D City Data through Knowledge Graphs	Oct 17, 2023	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