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 826–850 of 2974 papers

Title	Date	Tasks	Status	Score
Embedding Uncertain Knowledge Graphs	Nov 26, 2018	Binary ClassificationGeneral Classification	CodeCode Available	5
Online Detection of Anomalies in Temporal Knowledge Graphs with Interpretability	Aug 1, 2024	Anomaly DetectionGraph Anomaly Detection	CodeCode Available	5
Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistance	May 27, 2024	Knowledge GraphsText2Sparql	CodeCode Available	5
Employing Argumentation Knowledge Graphs for Neural Argument Generation	Aug 1, 2021	Knowledge GraphsText Generation	CodeCode Available	5
Leveraging Wikidata's edit history in knowledge graph refinement tasks	Oct 27, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	Sep 19, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph	Mar 9, 2019	Explainable RecommendationKnowledge Graphs	CodeCode Available	5
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons Learned	Nov 19, 2019	Entity AlignmentKnowledge Graphs	CodeCode Available	5
Combining Inductive and Deductive Reasoning for Query Answering over Incomplete Knowledge Graphs	Jun 26, 2021	Data AugmentationKnowledge Graphs	CodeCode Available	5
Bending the Future: Autoregressive Modeling of Temporal Knowledge Graphs in Curvature-Variable Hyperbolic Spaces	Sep 12, 2022	Knowledge 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
Enabling knowledge discovery in natural hazard engineering datasets on DesignSafe	Apr 21, 2023	Knowledge Graphs	CodeCode Available	5
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge Graphs	Dec 18, 2023	Decision MakingKnowledge Graphs	CodeCode Available	5
Iterative Entity Alignment via Joint Knowledge Embeddings	Jul 1, 2017	Entity AlignmentKnowledge Graph Completion	CodeCode Available	5
AutoLLM-CARD: Towards a Description and Landscape of Large Language Models	Sep 25, 2024	Knowledge Graphsnamed-entity-recognition	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
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge Graphs	Sep 29, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	5
Intermediate triple table: A general architecture for virtual knowledge graphs	Feb 24, 2025	Data IntegrationKnowledge Graphs	CodeCode Available	5
End-to-End Learning on Multimodal Knowledge Graphs	Sep 3, 2023	Knowledge GraphsLink Prediction	CodeCode Available	5
End-to-end Structure-Aware Convolutional Networks for Knowledge Base Completion	Nov 11, 2018	DecoderGraph Embedding	CodeCode Available	5
Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge Graphs	Mar 17, 2024	HallucinationKnowledge Graphs	CodeCode Available	5
Iteratively Learning Representations for Unseen Entities with Inter-Rule Correlations	May 17, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Differentiating Concepts and Instances for Knowledge Graph Embedding	Nov 12, 2018	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks	Mar 2, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Benchmarking neural embeddings for link prediction in knowledge graphs under semantic and structural changes	May 15, 2020	BenchmarkingKnowledge Graph Completion	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