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 2401–2425 of 2974 papers

Title	Date	Tasks	Status
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes Prediction	Apr 23, 2024	Data IntegrationDiabetes Prediction	CodeCode Available
PNEL: Pointer Network based End-To-End Entity Linking over Knowledge Graphs	Aug 31, 2020	Entity DisambiguationEntity Linking	CodeCode Available
Knowledge Graph Completion using Structural and Textual Embeddings	Apr 24, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Knowledge Graph Completion via Complex Tensor Factorization	Feb 22, 2017	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Knowledge Graph Completion with Mixed Geometry Tensor Factorization	Apr 3, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Visual Data Diagnosis and Debiasing with Concept Graphs	Sep 26, 2024	Data AugmentationKnowledge Graphs	CodeCode Available
Knowledge Graph Context-Enhanced Diversified Recommendation	Oct 20, 2023	DiversityKnowledge Graphs	CodeCode Available
Informed Multi-context Entity Alignment	Jan 2, 2022	Entity AlignmentEntity Embeddings	CodeCode Available
Knowledge-aware Graph Neural Networks with Label Smoothness Regularization for Recommender Systems	May 11, 2019	Feature EngineeringGraph Neural Network	CodeCode Available
EARL: Informative Knowledge-Grounded Conversation Generation with Entity-Agnostic Representation Learning	Nov 1, 2021	Knowledge GraphsRepresentation Learning	CodeCode Available
A Minimal Approach for Natural Language Action Space in Text-based Games	May 6, 2023	Knowledge Graphstext-based games	CodeCode Available
Knowledge Graphs in Practice: Characterizing their Users, Challenges, and Visualization Opportunities	Apr 3, 2023	Knowledge Graphs	CodeCode Available
Inductive Relation Prediction from Relational Paths and Context with Hierarchical Transformers	Apr 1, 2023	Inductive Relation PredictionKnowledge Graphs	CodeCode Available
Challenges of Linking Organizational Information in Open Government Data to Knowledge Graphs	Aug 14, 2020	Knowledge Graphs	CodeCode Available
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions	Sep 27, 2020	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
Position-aware Attention and Supervised Data Improve Slot Filling	Sep 1, 2017	FormKnowledge Base Population	CodeCode Available
Zero-Shot Information Extraction to Enhance a Knowledge Graph Describing Silk Textiles	Nov 1, 2021	Common Sense ReasoningKnowledge Graphs	CodeCode Available
Knowledge Graph Embeddings in the Biomedical Domain: Are They Useful? A Look at Link Prediction, Rule Learning, and Downstream Polypharmacy Tasks	May 31, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Knowledge Graph Embedding via Dynamic Mapping Matrix	Jul 1, 2015	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
Social Biases in Knowledge Representations of Wikidata separates Global North from Global South	May 5, 2025	AttributeChatbot	CodeCode Available
EAGER: Embedding-Assisted Entity Resolution for Knowledge Graphs	Jan 15, 2021	AttributeEntity Resolution	CodeCode Available
Knowledge Graph Embedding with Iterative Guidance from Soft Rules	Nov 30, 2017	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Inductive Logical Query Answering in Knowledge Graphs	Oct 13, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available
Unified Interpretation of Smoothing Methods for Negative Sampling Loss Functions in Knowledge Graph Embedding	Jul 5, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset Construction	Aug 5, 2024	Information RetrievalKnowledge Base Question Answering	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