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 1541–1550 of 2974 papers

Title	Date	Tasks	Status
Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs	Jul 4, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Knowledge-driven Encode, Retrieve, Paraphrase for Medical Image Report Generation	Mar 25, 2019	Graph LearningKnowledge Graphs	—Unverified
Computing Rule-Based Explanations of Machine Learning Classifiers using Knowledge Graphs	Feb 8, 2022	BIG-bench Machine LearningForm	—Unverified
Knowledge-enhanced Agents for Interactive Text Games	May 8, 2023	Instruction FollowingKnowledge Graphs	—Unverified
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling	Dec 3, 2024	Conversational RecommendationKnowledge Graphs	—Unverified
Knowledge Enhanced Embedding: Improve Model Generalization Through Knowledge Graphs	Nov 16, 2021	Knowledge GraphsSentence	—Unverified
Technical Report of Team GraphMIRAcles in the WikiKG90M-LSC Track of OGB-LSC @ KDD Cup 2021	Jul 12, 2021	Knowledge DistillationKnowledge Graphs	—Unverified
Technical Report on Data Integration and Preparation	Mar 2, 2021	Autonomous VehiclesData Integration	—Unverified
Knowledge-Enhanced Natural Language Inference Based on Knowledge Graphs	Dec 1, 2020	Knowledge GraphsNatural Language Inference	—Unverified
Knowledge-enhanced Neuro-Symbolic AI for Cybersecurity and Privacy	Jul 25, 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