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 2781–2790 of 2974 papers

Title	Date	Tasks	Status
SKILL: Structured Knowledge Infusion for Large Language Models	May 17, 2022	Knowledge GraphsTriviaQA	—Unverified
Development of a MultiModal Annotation Framework and Dataset for Deep Video Understanding	Jun 1, 2022	Knowledge GraphsVideo Understanding	—Unverified
Fusing Domain-Specific Content from Large Language Models into Knowledge Graphs for Enhanced Zero Shot Object State Classification	Mar 18, 2024	Knowledge Graphs	—Unverified
FusionMind -- Improving question and answering with external context fusion	Dec 31, 2023	Knowledge GraphsMultiple-choice	—Unverified
Future Automation Engineering using Structural Graph Convolutional Neural Networks	Aug 24, 2018	ClusteringGeneral Classification	—Unverified
Fuzzy Datalog^ over Arbitrary t-Norms	Mar 5, 2024	Knowledge GraphsLogical Reasoning	—Unverified
Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT	Jan 7, 2025	Graph AttentionKnowledge Graphs	—Unverified
FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering	Mar 19, 2023	Common Sense ReasoningInformation Retrieval	—Unverified
SLHCat: Mapping Wikipedia Categories and Lists to DBpedia by Leveraging Semantic, Lexical, and Hierarchical Features	Sep 21, 2023	ArticlesEntity Linking	—Unverified
SLIDE: Sliding Localized Information for Document Extraction	Mar 23, 2025	Chunkinggraph construction	—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