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 351–375 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and Reasoning	May 31, 2022	Common Sense ReasoningGraph Generation	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
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language Models	Jun 28, 2022	Knowledge Graphs	CodeCode Available	1	5
KERL: Knowledge-Enhanced Personalized Recipe Recommendation using Large Language Models	May 20, 2025	Food recommendationKnowledge Graphs	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
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information	Nov 2, 2023	ImputationKnowledge Graph Completion	CodeCode Available	1	5
Deliberation on Priors: Trustworthy Reasoning of Large Language Models on Knowledge Graphs	May 21, 2025	Knowledge DistillationKnowledge Graphs	CodeCode Available	1	5
Demographic Aware Probabilistic Medical Knowledge Graph Embeddings of Electronic Medical Records	Mar 22, 2021	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
An Industry Evaluation of Embedding-based Entity Alignment	Oct 22, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	1	5
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model	Sep 5, 2021	Community DetectionGraph Embedding	CodeCode Available	1	5
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification	May 8, 2025	Knowledge GraphsRAG	CodeCode Available	1	5
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph Engineering	Aug 31, 2023	BenchmarkingDataset Generation	CodeCode Available	1	5
causalgraph: A Python Package for Modeling, Persisting and Visualizing Causal Graphs Embedded in Knowledge Graphs	Jan 20, 2023	Causal DiscoveryCausal Inference	CodeCode Available	1	5
DiaKG: an Annotated Diabetes Dataset for Medical Knowledge Graph Construction	May 31, 2021	graph constructionKnowledge Graphs	CodeCode Available	1	5
KGTK: A Toolkit for Large Knowledge Graph Manipulation and Analysis	May 29, 2020	Knowledge Graphs	CodeCode Available	1	5
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation	Dec 25, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1	5
CoDEx: A Comprehensive Knowledge Graph Completion Benchmark	Sep 16, 2020	BenchmarkingKnowledge Graph Completion	CodeCode Available	1	5
Disconnected Emerging Knowledge Graph Oriented Inductive Link Prediction	Sep 3, 2022	Contrastive LearningInductive Link Prediction	CodeCode Available	1	5
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning	Nov 25, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1	5
BioBLP: A Modular Framework for Learning on Multimodal Biomedical Knowledge Graphs	Jun 6, 2023	AttributeEntity Embeddings	CodeCode Available	1	5
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based Results	Nov 1, 2021	Joint Entity and Relation ExtractionKnowledge Graphs	CodeCode Available	1	5
FedE: Embedding Knowledge Graphs in Federated Setting	Oct 24, 2020	Graph EmbeddingKnowledge Graph Completion	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
Diffusion-based Hierarchical Negative Sampling for Multimodal Knowledge Graph Completion	Jan 26, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph Completion	Oct 17, 2022	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	1	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