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 291–300 of 2974 papers

Title	Date	Tasks	Status	Hype
Towards Pattern-aware Data Augmentation for Temporal Knowledge Graph Completion	Dec 31, 2024	Data AugmentationKnowledge Graph Completion	—Unverified	0
Detection-Fusion for Knowledge Graph Extraction from Videos	Dec 30, 2024	Knowledge GraphsLanguage Modeling	CodeCode Available	0
KARPA: A Training-free Method of Adapting Knowledge Graph as References for Large Language Model's Reasoning Path Aggregation	Dec 30, 2024	Decision MakingGraph Question Answering	—Unverified	0
A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement	Dec 29, 2024	Decision MakingKnowledge Graphs	—Unverified	0
Hawkes based Representation Learning for Reasoning over Scale-free Community-structured Temporal Knowledge Graphs	Dec 28, 2024	Knowledge GraphsRepresentation Learning	CodeCode Available	0
Topic-Aware Knowledge Graph with Large Language Models for Interoperability in Recommender Systems	Dec 28, 2024	Knowledge GraphsRecommendation Systems	—Unverified	0
From Hallucinations to Facts: Enhancing Language Models with Curated Knowledge Graphs	Dec 24, 2024	HallucinationKnowledge Graphs	—Unverified	0
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-Augmentation	Dec 24, 2024	Graph Question AnsweringHallucination	CodeCode Available	1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era	Dec 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1
RAGONITE: Iterative Retrieval on Induced Databases and Verbalized RDF for Conversational QA over KGs with RAG	Dec 23, 2024	Conversational Question AnsweringKnowledge Graphs	—Unverified	0

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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