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 1051–1060 of 2974 papers

Title	Date	Tasks	Status	Hype
Integrating 3D City Data through Knowledge Graphs	Oct 17, 2023	Knowledge Graphs	—Unverified	0
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge Graphs	Oct 17, 2023	Complex Query AnsweringKnowledge Graphs	CodeCode Available	0
Node-based Knowledge Graph Contrastive Learning for Medical Relationship Prediction	Oct 16, 2023	Contrastive LearningGraph Embedding	CodeCode Available	0
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities	Oct 16, 2023	Knowledge GraphsLanguage Modelling	—Unverified	0
Qilin-Med: Multi-stage Knowledge Injection Advanced Medical Large Language Model	Oct 13, 2023	Knowledge GraphsLanguage Modeling	CodeCode Available	1
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language Models	Oct 13, 2023	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	2
Open-Set Knowledge-Based Visual Question Answering with Inference Paths	Oct 12, 2023	Knowledge GraphsMulti-class Classification	CodeCode Available	0
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic Enhancement	Oct 12, 2023	Contrastive LearningData Augmentation	CodeCode Available	1
From Large Language Models to Knowledge Graphs for Biomarker Discovery in Cancer	Oct 12, 2023	ArticlesDecision Making	—Unverified	0
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs	Oct 11, 2023	Knowledge GraphsQuestion Answering	—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