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 2551–2575 of 2974 papers

Title	Date	Tasks	Status
ActiveEA: Active Learning for Neural Entity Alignment	Oct 13, 2021	Active LearningEntity Alignment	CodeCode Available
Learning Granularity Representation for Temporal Knowledge Graph Completion	Aug 27, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
A Comparative Study on Structural and Semantic Properties of Sentence Embeddings	Sep 23, 2020	Knowledge GraphsRelation	CodeCode Available
Holographic Embeddings of Knowledge Graphs	Oct 16, 2015	Knowledge GraphsLink Prediction	CodeCode Available
Walk-and-Relate: A Random-Walk-based Algorithm for Representation Learning on Sparse Knowledge Graphs	Sep 19, 2022	Knowledge GraphsRepresentation Learning	CodeCode Available
Distance-Based Propagation for Efficient Knowledge Graph Reasoning	Nov 2, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
Unsupervised Robust Cross-Lingual Entity Alignment via Neighbor Triple Matching with Entity and Relation Texts	Jul 22, 2024	Entity AlignmentKnowledge Graphs	CodeCode Available
Question-Aware Knowledge Graph Prompting for Enhancing Large Language Models	Mar 30, 2025	Knowledge GraphsMultiple-choice	CodeCode Available
Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge Graphs	Sep 9, 2020	Knowledge GraphsLanguage Modelling	CodeCode Available
Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity Prediction	Dec 17, 2020	Drug DiscoveryGraph Attention	CodeCode Available
Discriminative Predicate Path Mining for Fact Checking in Knowledge Graphs	Oct 20, 2015	Fact CheckingKnowledge Graphs	CodeCode Available
Binarized Knowledge Graph Embeddings	Feb 8, 2019	Knowledge Graph CompletionKnowledge Graph Embeddings	CodeCode Available
Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context Granularity	Sep 4, 2019	Knowledge Graphs	CodeCode Available
Discovering emergent connections in quantum physics research via dynamic word embeddings	Nov 10, 2024	Knowledge GraphsLink Prediction	CodeCode Available
Retrieval Augmented Generation using Engineering Design Knowledge	Jul 13, 2023	Common Sense ReasoningEdge Classification	CodeCode Available
Hierarchical Tree-structured Knowledge Graph For Academic Insight Survey	Feb 7, 2024	Knowledge GraphsRecommendation Systems	CodeCode Available
Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge Graph	Apr 4, 2024	Claim VerificationCommon Sense Reasoning	CodeCode Available
Hierarchical Relation Extraction with Coarse-to-Fine Grained Attention	Oct 1, 2018	Knowledge GraphsRelation	CodeCode Available
Subgraph-Aware Training of Language Models for Knowledge Graph Completion Using Structure-Aware Contrastive Learning	Jul 17, 2024	Contrastive LearningInductive Bias	CodeCode Available
Hierarchical Blockmodelling for Knowledge Graphs	Aug 28, 2024	Knowledge Graphs	CodeCode Available
Learning Rules from KGs Guided by Language Models	Sep 12, 2024	Knowledge Graphs	CodeCode Available
Learning Semantic Association Rules from Internet of Things Data	Dec 4, 2024	Knowledge Graphs	CodeCode Available
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity Linking	Jun 21, 2023	Entity LinkingEntity Retrieval	CodeCode Available
Learning Sequence Encoders for Temporal Knowledge Graph Completion	Sep 10, 2018	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge Graphs	Dec 23, 2024	Extreme SummarizationKnowledge Graphs	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