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 1791–1800 of 2974 papers

Title	Date	Tasks	Status
Rehearsing Answers to Probable Questions with Perspective-Taking	Sep 27, 2024	Common Sense ReasoningKnowledge Graphs	—Unverified
Reinforcement Learning Approach for Integrating Compressed Contexts into Knowledge Graphs	Apr 19, 2024	Knowledge Graphsreinforcement-learning	—Unverified
Reinforcement Learning based Path Exploration for Sequential Explainable Recommendation	Nov 24, 2021	Explainable RecommendationKnowledge Graphs	—Unverified
RELATE: Generating a linguistically inspired Knowledge Graph for fine-grained emotion classification	Jun 1, 2022	Common Sense ReasoningEmotion Classification	—Unverified
Relation Adversarial Network for Low Resource Knowledge Graph Completion	Nov 8, 2019	Domain AdaptationKnowledge Graph Completion	—Unverified
Relational Learning Analysis of Social Politics using Knowledge Graph Embedding	Jun 2, 2020	ClusteringGraph Embedding	—Unverified
Relational Learning and Feature Extraction by Querying over Heterogeneous Information Networks	Jul 25, 2017	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Relational Models	Sep 11, 2016	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Representation Learning for Dynamic Graphs: A Survey	May 27, 2019	DecoderKnowledge Graphs	—Unverified
Relational representation learning with spike trains	May 18, 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