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
Combining Knowledge Graphs and Large Language Models	Jul 9, 2024	Knowledge GraphsText Generation	—Unverified
Combining Knowledge Graph and LLMs for Enhanced Zero-shot Visual Question Answering	Jan 22, 2025	Knowledge GraphsQuestion Answering	—Unverified
A Knowledge Graph-Based Search Engine for Robustly Finding Doctors and Locations in the Healthcare Domain	Oct 8, 2023	Information RetrievalKnowledge Graphs	—Unverified
Combining Embedding-Based and Semantic-Based Models for Post-hoc Explanations in Recommender Systems	Jan 9, 2024	Knowledge GraphsRecommendation Systems	—Unverified
Combination of Unified Embedding Model and Observed Features for Knowledge Graph Completion	Sep 9, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
ASGM-KG: Unveiling Alluvial Gold Mining Through Knowledge Graphs	Aug 16, 2024	Knowledge GraphsLanguage Modelling	—Unverified
Combating Confirmation Bias: A Unified Pseudo-Labeling Framework for Entity Alignment	Jul 5, 2023	Entity AlignmentKnowledge Graphs	—Unverified
A Knowledge-Enhanced Recommendation Model with Attribute-Level Co-Attention	Jun 18, 2020	AttributeKnowledge Graphs	—Unverified
A Contextualized BERT model for Knowledge Graph Completion	Dec 15, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Embedding Models for Episodic Knowledge Graphs	Jun 30, 2018	Inductive LearningKnowledge Graph Embeddings	—Unverified

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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