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 361–370 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network Model	Sep 5, 2021	Community DetectionGraph Embedding	CodeCode Available	1	5
KG-GPT: A General Framework for Reasoning on Knowledge Graphs Using Large Language Models	Oct 17, 2023	Fact VerificationKnowledge Graphs	CodeCode Available	1	5
Adversarial Robustness of Representation Learning for Knowledge Graphs	Sep 30, 2022	Adversarial RobustnessData Poisoning	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
Can LLMs be Good Graph Judge for Knowledge Graph Construction?	Nov 26, 2024	Denoisinggraph construction	CodeCode Available	1	5
Facing Changes: Continual Entity Alignment for Growing Knowledge Graphs	Jul 23, 2022	Entity AlignmentInductive Learning	CodeCode Available	1	5
Differentially Private Federated Knowledge Graphs Embedding	May 17, 2021	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Fusing Context Into Knowledge Graph for Commonsense Question Answering	Dec 9, 2020	Common Sense ReasoningKnowledge Graphs	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
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