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 2791–2800 of 2974 papers

Title	Date	Tasks	Status
GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation	May 19, 2025	DiagnosticKnowledge Graphs	—Unverified
GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews	Dec 15, 2023	ArticlesKnowledge Graphs	—Unverified
Generalizable Neuro-symbolic Systems for Commonsense Question Answering	Jan 17, 2022	Knowledge GraphsQuestion Answering	—Unverified
Generalization in Neural Networks: A Broad Survey	Sep 4, 2022	Domain AdaptationDomain Generalization	—Unverified
Generalization to Novel Objects using Prior Relational Knowledge	Jun 26, 2019	Knowledge GraphsSokoban	—Unverified
Detection, Explanation and Filtering of Cyber Attacks Combining Symbolic and Sub-Symbolic Methods	Dec 23, 2022	Decision MakingExplainable Artificial Intelligence (XAI)	—Unverified
Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction	Dec 22, 2020	Knowledge GraphsLink Prediction	—Unverified
Detection, Analysis, and Prediction of Research Topics with Scientific Knowledge Graphs	Jun 24, 2021	ArticlesKnowledge Graphs	—Unverified
Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs	Feb 3, 2023	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Detecting the Adversarially-Learned Injection Attacks via Knowledge Graphs	Nov 15, 2024	Knowledge GraphsRecommendation Systems	—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