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 181–190 of 2974 papers

Title	Date	Tasks	Status	Hype
Knowledge Graphs and Pre-trained Language Models enhanced Representation Learning for Conversational Recommender Systems	Dec 18, 2023	Knowledge GraphsLanguage Modeling	CodeCode Available	1
nuScenes Knowledge Graph -- A comprehensive semantic representation of traffic scenes for trajectory prediction	Dec 15, 2023	Knowledge GraphsPrediction	CodeCode Available	1
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge Graphs	Nov 27, 2023	Entity LinkingKnowledge Graph Completion	CodeCode Available	1
Accurate and interpretable drug-drug interaction prediction enabled by knowledge subgraph learning	Nov 25, 2023	Graph Neural NetworkKnowledge Graphs	CodeCode Available	1
XplainLLM: A Knowledge-Augmented Dataset for Reliable Grounded Explanations in LLMs	Nov 15, 2023	Decision MakingDecoder	CodeCode Available	1
zrLLM: Zero-Shot Relational Learning on Temporal Knowledge Graphs with Large Language Models	Nov 15, 2023	Knowledge GraphsRelation	CodeCode Available	1
Knowledgeable Preference Alignment for LLMs in Domain-specific Question Answering	Nov 11, 2023	Knowledge GraphsQuestion Answering	CodeCode Available	1
NeuSyRE: Neuro-Symbolic Visual Understanding and Reasoning Framework based on Scene Graph Enrichment	Nov 5, 2023	Caption GenerationCommon Sense Reasoning	CodeCode Available	1
R^3-NL2GQL: A Model Coordination and Knowledge Graph Alignment Approach for NL2GQL	Nov 3, 2023	Knowledge GraphsNatural Language Queries	CodeCode Available	1
Better Together: Enhancing Generative Knowledge Graph Completion with Language Models and Neighborhood Information	Nov 2, 2023	ImputationKnowledge Graph Completion	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