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 821–830 of 2974 papers

Title	Date	Tasks	Status
Boosting Knowledge Graph-based Recommendations through Confidence-Aware Augmentation with Large Language Models	Feb 6, 2025	Contrastive LearningExplanation Generation	—Unverified
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs	Oct 10, 2023	Graph Question AnsweringKnowledge Graphs	—Unverified
Exploring the Limits of Historical Information for Temporal Knowledge Graph Extrapolation	Aug 29, 2023	Contrastive LearningKnowledge Graphs	—Unverified
Embedding Signals on Knowledge Graphs with Unbalanced Diffusion Earth Mover's Distance	Jul 26, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Fast Knowledge Graph Completion using Graphics Processing Units	Jul 22, 2023	Graph EmbeddingKnowledge Graph Completion	—Unverified
EMERGE: Integrating RAG for Improved Multimodal EHR Predictive Modeling	May 27, 2024	Knowledge GraphsRAG	—Unverified
Emily: Developing An Emotion-affective Open-Domain Chatbot with Knowledge Graph-based Persona	Sep 18, 2021	ChatbotKnowledge Graphs	—Unverified
Linguistic and Structural Basis of Engineering Design Knowledge	Dec 11, 2023	Common Sense ReasoningKnowledge Graphs	—Unverified
Can Knowledge Graphs Reduce Hallucinations in LLMs? : A Survey	Nov 14, 2023	Knowledge GraphsSurvey	—Unverified
Filling a Knowledge Graph with a Crowd	Dec 1, 2016	Knowledge GraphsQuestion Answering	—Unverified

Show:10 25 50

← PrevPage 83 of 298Next →

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