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 176–200 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
BiQUE: Biquaternionic Embeddings of Knowledge Graphs	Sep 29, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
Benchmark and Best Practices for Biomedical Knowledge Graph Embeddings	Jun 24, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?	Sep 29, 2023	BenchmarkingKnowledge Graph Completion	CodeCode Available	1	5
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph Completion	Jan 26, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models	Jun 28, 2022	Knowledge Graphs	CodeCode Available	1	5
Adversarial Robustness of Representation Learning for Knowledge Graphs	Sep 30, 2022	Adversarial RobustnessData Poisoning	CodeCode Available	1	5
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge Graphs	Oct 22, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1	5
Direct Evaluation of Chain-of-Thought in Multi-hop Reasoning with Knowledge Graphs	Feb 17, 2024	Knowledge GraphsMulti-hop Question Answering	CodeCode Available	1	5
A Universal Question-Answering Platform for Knowledge Graphs	Mar 1, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1	5
DiffKG: Knowledge Graph Diffusion Model for Recommendation	Dec 28, 2023	Data AugmentationGraph Representation Learning	CodeCode Available	1	5
An Open Challenge for Inductive Link Prediction on Knowledge Graphs	Mar 3, 2022	Graph Representation LearningInductive Link Prediction	CodeCode Available	1	5
DHGE: Dual-View Hyper-Relational Knowledge Graph Embedding for Link Prediction and Entity Typing	Jul 18, 2022	AttributeEntity Typing	CodeCode Available	1	5
A Decade of Knowledge Graphs in Natural Language Processing: A Survey	Sep 30, 2022	Knowledge Graphs	CodeCode Available	1	5
BioBridge: Bridging Biomedical Foundation Models via Knowledge Graphs	Oct 5, 2023	Cross-Modal RetrievalDomain Generalization	CodeCode Available	1	5
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction	May 31, 2021	graph constructionKnowledge Graphs	CodeCode Available	1	5
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language Models	Jul 18, 2023	Entity AlignmentEntity Embeddings	CodeCode Available	1	5
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree Optimization	Dec 19, 2022	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1	5
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence Encoders	Apr 6, 2020	Knowledge GraphsLink Prediction	CodeCode Available	1	5
BoxE: A Box Embedding Model for Knowledge Base Completion	Jul 13, 2020	Knowledge Base CompletionKnowledge Graphs	CodeCode Available	1	5
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity Alignment	May 11, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	1	5
Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language Models	Mar 3, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1	5
Reviving the Context: Camera Trap Species Classification as Link Prediction on Multimodal Knowledge Graphs	Dec 31, 2023	Image ClassificationKnowledge Graphs	CodeCode Available	1	5
ComFact: A Benchmark for Linking Contextual Commonsense Knowledge	Oct 23, 2022	Knowledge GraphsResponse Generation	CodeCode Available	1	5
A Generalization of Transformer Networks to Graphs	Dec 17, 2020	Graph RegressionInductive Bias	CodeCode Available	1	5
Dialogue Relation Extraction with Document-level Heterogeneous Graph Attention Networks	Sep 10, 2020	Dialog Relation ExtractionGraph Attention	CodeCode Available	1	5

Show:10 25 50

← PrevPage 8 of 119Next →

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