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 1251–1275 of 2974 papers

Title	Date	Tasks	Status	Score
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific Tasks	Apr 23, 2024	Knowledge GraphsLogical Reasoning	CodeCode Available	5
How to make latent factors interpretable by feeding Factorization machines with knowledge graphs	Sep 11, 2019	InformativenessKnowledge Graphs	CodeCode Available	5
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning	Apr 2, 2023	Few-Shot LearningInductive Learning	CodeCode Available	5
Finding Streams in Knowledge Graphs to Support Fact Checking	Aug 24, 2017	Fact CheckingKnowledge Graphs	CodeCode Available	5
Finding Paths for Explainable MOOC Recommendation: A Learner Perspective	Dec 11, 2023	Explainable RecommendationKnowledge Graphs	CodeCode Available	5
Hybrid Context Retrieval Augmented Generation Pipeline: LLM-Augmented Knowledge Graphs and Vector Database for Accreditation Reporting Assistance	May 24, 2024	Knowledge GraphsRetrieval-augmented Generation	CodeCode Available	5
Improving Hyper-Relational Knowledge Graph Completion	Apr 16, 2021	Computational EfficiencyGraph Neural Network	CodeCode Available	5
HybridFC: A Hybrid Fact-Checking Approach for Knowledge Graphs	Sep 10, 2024	DiversityEnsemble Learning	CodeCode Available	5
Improving rule mining via embedding-based link prediction	Jun 14, 2024	Knowledge GraphsLink Prediction	CodeCode Available	5
Finding Motifs in Knowledge Graphs using Compression	Apr 16, 2021	Knowledge GraphsWorld Knowledge	CodeCode Available	5
Compositional Generalization with Grounded Language Models	Jun 7, 2024	Knowledge GraphsSemantic Parsing	CodeCode Available	5
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs	Jul 17, 2019	Action RecognitionAttribute	CodeCode Available	5
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering	Sep 15, 2021	Image CaptioningKnowledge Graphs	CodeCode Available	5
Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge Graph	Jan 31, 2018	Knowledge GraphsQuestion Answering	CodeCode Available	5
Few-shot Knowledge Graph Relational Reasoning via Subgraph Adaptation	Jun 19, 2024	Knowledge GraphsRelational Reasoning	CodeCode Available	5
Identifying and Explaining Discriminative Attributes	Sep 5, 2019	AttributeKnowledge Graphs	CodeCode Available	5
Few-Shot Knowledge Graph Completion	Nov 26, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks	Apr 20, 2021	Knowledge Graphs	CodeCode Available	5
Identifying relevant common sense information in knowledge graphs	May 1, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available	5
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive Learning	Jan 9, 2024	Contrastive LearningKnowledge Graphs	CodeCode Available	5
MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance data	Nov 5, 2022	Knowledge GraphsNamed Entity Recognition (NER)	CodeCode Available	5
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information	Nov 15, 2022	Inductive LearningKnowledge Graph Completion	—Unverified	0
FeedLens: Polymorphic Lenses for Personalizing Exploratory Search over Knowledge Graphs	Aug 16, 2022	Knowledge Graphs	—Unverified	0
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion	Dec 17, 2023	Entity AlignmentFederated Learning	—Unverified	0
Federated Knowledge Graph Unlearning via Diffusion Model	Mar 13, 2024	Federated LearningKnowledge Graphs	—Unverified	0

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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