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 501–510 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
HGE: Embedding Temporal Knowledge Graphs in a Product Space of Heterogeneous Geometric Subspaces	Dec 21, 2023	Knowledge Graphs	CodeCode Available	1	5
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over Wikidata	May 23, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1	5
Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization	Jun 3, 2022	Knowledge Graphs	CodeCode Available	1	5
Connecting the Dots: A Knowledgeable Path Generator for Commonsense Question Answering	May 2, 2020	Knowledge GraphsLanguage Modeling	CodeCode Available	1	5
Hyperbolic Contrastive Learning with Model-augmentation for Knowledge-aware Recommendation	May 13, 2025	Contrastive LearningKnowledge-Aware Recommendation	CodeCode Available	1	5
Complex Logical Reasoning over Knowledge Graphs using Large Language Models	May 2, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1	5
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints	May 30, 2023	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1	5
Complex Query Answering with Neural Link Predictors	Nov 6, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1	5
History repeats Itself: A Baseline for Temporal Knowledge Graph Forecasting	Apr 25, 2024	Knowledge Graphs	CodeCode Available	1	5
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity Alignment	Jul 27, 2024	Entity AlignmentKnowledge Graphs	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