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 1111–1120 of 2974 papers

Title	Date	Tasks	Status
Development of a MultiModal Annotation Framework and Dataset for Deep Video Understanding	Jun 1, 2022	Knowledge GraphsVideo Understanding	—Unverified
Bayesian Knowledge-driven Critiquing with Indirect Evidence	Jun 9, 2023	Bayesian InferenceKnowledge Graphs	—Unverified
A Domain-Agnostic Neurosymbolic Approach for Big Social Data Analysis: Evaluating Mental Health Sentiment on Social Media during COVID-19	Nov 11, 2024	ArticlesKnowledge Graphs	—Unverified
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision	Jan 16, 2022	AttributeKnowledge Graphs	—Unverified
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic	May 17, 2015	Knowledge GraphsProbabilistic Programming	—Unverified
Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT	Jan 7, 2025	Graph AttentionKnowledge Graphs	—Unverified
Bayesian inference for data-efficient, explainable, and safe robotic motion planning: A review	Jul 16, 2023	Bayesian InferenceKnowledge Graphs	—Unverified
Detection, Explanation and Filtering of Cyber Attacks Combining Symbolic and Sub-Symbolic Methods	Dec 23, 2022	Decision MakingExplainable Artificial Intelligence (XAI)	—Unverified
Hierarchical Pretraining for Biomedical Term Embeddings	Jul 1, 2023	Decision MakingKnowledge Graphs	—Unverified
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion	Sep 2, 2022	Knowledge Graph CompletionKnowledge Graphs	—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