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 831–840 of 2974 papers

Title	Date	Tasks	Status
Fact or Guesswork? Evaluating Large Language Model's Medical Knowledge with Structured One-Hop Judgment	Feb 20, 2025	Knowledge GraphsRetrieval-augmented Generation	—Unverified
Empowering Language Models with Knowledge Graph Reasoning for Question Answering	Nov 15, 2022	Knowledge GraphsLanguage Modeling	—Unverified
Empowering machine learning models with contextual knowledge for enhancing the detection of eating disorders in social media posts	Feb 8, 2024	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Can Language Models Capture Graph Semantics? From Graphs to Language Model and Vice-Versa	Jun 18, 2022	Deep LearningKnowledge Graphs	—Unverified
FedMKGC: Privacy-Preserving Federated Multilingual Knowledge Graph Completion	Dec 17, 2023	Entity AlignmentFederated Learning	—Unverified
Emulating the Human Mind: A Neural-symbolic Link Prediction Model with Fast and Slow Reasoning and Filtered Rules	Oct 21, 2023	Knowledge GraphsLink Prediction	—Unverified
Can LLMs Support Medical Knowledge Imputation? An Evaluation-Based Perspective	Mar 29, 2025	ImputationKnowledge Graphs	—Unverified
Enabling Roll-up and Drill-down Operations in News Exploration with Knowledge Graphs for Due Diligence and Risk Management	May 8, 2024	Knowledge GraphsManagement	—Unverified
CAPD: A Context-Aware, Policy-Driven Framework for Secure and Resilient IoBT Operations	Aug 2, 2022	AttributeKnowledge Graphs	—Unverified
Flurry: a Fast Framework for Reproducible Multi-layered Provenance Graph Representation Learning	Mar 5, 2022	Anomaly DetectionGraph Classification	—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