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 876–900 of 2974 papers

Title	Date	Tasks	Status	Score
MST5 -- Multilingual Question Answering over Knowledge Graphs	Jul 8, 2024	DiversityGraph Question Answering	CodeCode Available	5
A Comparative Study on Structural and Semantic Properties of Sentence Embeddings	Sep 23, 2020	Knowledge GraphsRelation	CodeCode Available	5
KBGAN: Adversarial Learning for Knowledge Graph Embeddings	Nov 11, 2017	Graph EmbeddingKnowledge Base Completion	CodeCode Available	5
Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMs	Jan 17, 2025	Dialogue GenerationKnowledge Graphs	CodeCode Available	5
Iterative Entity Alignment via Joint Knowledge Embeddings	Jul 1, 2017	Entity AlignmentKnowledge Graph Completion	CodeCode Available	5
Enriching Documents with Compact, Representative, Relevant Knowledge Graphs	May 1, 2020	Combinatorial OptimizationKnowledge Graphs	CodeCode Available	5
Enriching Ontologies with Disjointness Axioms using Large Language Models	Oct 4, 2024	Knowledge GraphsPrompt Engineering	CodeCode Available	5
Diachronic Embedding for Temporal Knowledge Graph Completion	Jul 6, 2019	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale	Jan 2, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
Iteratively Learning Representations for Unseen Entities with Inter-Rule Correlations	May 17, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Multilingual Knowledge Graph Embeddings for Cross-lingual Knowledge Alignment	Nov 12, 2016	Entity AlignmentKnowledge Graph Embeddings	CodeCode Available	5
Be Concise and Precise: Synthesizing Open-Domain Entity Descriptions from Facts	Apr 16, 2019	DecoderEntity Disambiguation	CodeCode Available	5
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge Graphs	Sep 29, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	5
A Dual-Perspective Metaphor Detection Framework Using Large Language Models	Dec 23, 2024	Decision MakingKnowledge Graphs	CodeCode Available	5
Development of a Knowledge Graph Embeddings Model for Pain	Aug 17, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction Methods	Feb 17, 2020	Entity AlignmentInformativeness	CodeCode Available	5
Bayes EMbedding (BEM): Refining Representation by Integrating Knowledge Graphs and Behavior-specific Networks	Aug 28, 2019	General ClassificationGraph Embedding	CodeCode Available	5
Entity Alignment with Noisy Annotations from Large Language Models	May 27, 2024	Active LearningEntity Alignment	CodeCode Available	5
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical Data	May 18, 2025	Knowledge Graphsscientific discovery	CodeCode Available	5
Detection-Fusion for Knowledge Graph Extraction from Videos	Dec 30, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	5
Interleaving GANs with knowledge graphs to support design creativity for book covers	Aug 3, 2023	Knowledge Graphs	CodeCode Available	5
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in Healthcare	Nov 29, 2024	FairnessKnowledge Graphs	CodeCode Available	5
Barack's Wife Hillary: Using Knowledge Graphs for Fact-Aware Language Modeling	Jul 1, 2019	Knowledge GraphsLanguage Modeling	CodeCode Available	5
Choose your Data Wisely: A Framework for Semantic Counterfactuals	May 28, 2023	counterfactualCounterfactual Explanation	CodeCode Available	5
Detecting Cross-Language Plagiarism using Open Knowledge Graphs	Nov 18, 2021	Knowledge GraphsMachine Translation	CodeCode Available	5

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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