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 131–140 of 2974 papers

Title	Date	Tasks	Status	Hype
Complex Logical Reasoning over Knowledge Graphs using Large Language Models	May 2, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1
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
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical Constraints	May 30, 2023	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
Common Sense Enhanced Knowledge-based Recommendation with Large Language Model	Mar 27, 2024	Common Sense ReasoningKnowledge Graphs	CodeCode Available	1
A Generalization of Transformer Networks to Graphs	Dec 17, 2020	Graph RegressionInductive Bias	CodeCode Available	1
Communicative Message Passing for Inductive Relation Reasoning	Dec 16, 2020	Inductive BiasInductive Relation Prediction	CodeCode Available	1
Complex Query Answering with Neural Link Predictors	Nov 6, 2020	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph	Jun 25, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
A Fused Gromov-Wasserstein Framework for Unsupervised Knowledge Graph Entity Alignment	May 11, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	1
COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge Graphs	Oct 12, 2020	Knowledge GraphsNatural Language Understanding	CodeCode Available	1

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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