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 631–640 of 2974 papers

Title	Date	Tasks	Status	Hype
Actionable Cyber Threat Intelligence using Knowledge Graphs and Large Language Models	Jun 30, 2024	Knowledge GraphsLink Prediction	—Unverified	0
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs	Jun 30, 2024	Knowledge Graphs	—Unverified	0
GraphArena: Benchmarking Large Language Models on Graph Computational Problems	Jun 29, 2024	BenchmarkingHallucination	CodeCode Available	1
TrustUQA: A Trustful Framework for Unified Structured Data Question Answering	Jun 27, 2024	Answer GenerationKnowledge Graphs	CodeCode Available	0
Adaptive Stochastic Weight Averaging	Jun 27, 2024	image-classificationImage Classification	CodeCode Available	0
Sanskrit Knowledge-based Systems: Annotation and Computational Tools	Jun 26, 2024	Knowledge GraphsQuestion Answering	—Unverified	0
Multilingual Knowledge Graph Completion from Pretrained Language Models with Knowledge Constraints	Jun 26, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge Graph	Jun 25, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
Tree-based variational inference for Poisson log-normal models	Jun 25, 2024	Knowledge GraphsVariational Inference	CodeCode Available	0
Prompt-Consistency Image Generation (PCIG): A Unified Framework Integrating LLMs, Knowledge Graphs, and Controllable Diffusion Models	Jun 24, 2024	HallucinationImage Generation	CodeCode Available	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