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 101–110 of 2974 papers

Title	Date	Tasks	Status	Hype
TrumorGPT: Graph-Based Retrieval-Augmented Large Language Model for Fact-Checking	May 11, 2025	Fact CheckingFew-Shot Learning	—Unverified	0
Incremental Analysis of Legacy Applications Using Knowledge Graphs for Application Modernization	May 11, 2025	Knowledge Graphs	—Unverified	0
Causal knowledge graph analysis identifies adverse drug effects	May 11, 2025	Causal InferenceKnowledge Graphs	—Unverified	0
KG-HTC: Integrating Knowledge Graphs into LLMs for Effective Zero-shot Hierarchical Text Classification	May 8, 2025	Knowledge GraphsRAG	CodeCode Available	1
Enhancing Text2Cypher with Schema Filtering	May 8, 2025	Knowledge Graphs	—Unverified	0
Structural Alignment in Link Prediction	May 8, 2025	Knowledge GraphsLink Prediction	CodeCode Available	0
KERAIA: An Adaptive and Explainable Framework for Dynamic Knowledge Representation and Reasoning	May 7, 2025	Knowledge Graphs	—Unverified	0
Learning Knowledge-based Prompts for Robust 3D Mask Presentation Attack Detection	May 6, 2025	Face RecognitionKnowledge Graphs	—Unverified	0
Using Knowledge Graphs to harvest datasets for efficient CLIP model training	May 5, 2025	Knowledge Graphs	CodeCode Available	0
Social Biases in Knowledge Representations of Wikidata separates Global North from Global South	May 5, 2025	AttributeChatbot	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