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 771–780 of 2974 papers

Title	Date	Tasks	Status
HPE:Answering Complex Questions over Text by Hybrid Question Parsing and Execution	May 12, 2023	Knowledge GraphsQuestion Answering	—Unverified
ExBERT: An External Knowledge Enhanced BERT for Natural Language Inference	Aug 3, 2021	Knowledge GraphsNatural Language Inference	—Unverified
Dynamic Knowledge Selector and Evaluator for recommendation with Knowledge Graph	Feb 21, 2025	Knowledge GraphsRecommendation Systems	—Unverified
Answering Complex Questions by Joining Multi-Document Evidence with Quasi Knowledge Graphs	Aug 1, 2019	Knowledge Graphs	—Unverified
A Framework for Leveraging Human Computation Gaming to Enhance Knowledge Graphs for Accuracy Critical Generative AI Applications	Apr 30, 2024	Knowledge GraphsUnity	—Unverified
Dynamic Knowledge Graphs as Semantic Memory Model for Industrial Robots	Jan 4, 2021	Industrial RobotsKnowledge Graphs	—Unverified
Dynamic Neuro-Symbolic Knowledge Graph Construction for Zero-shot Commonsense Question Answering	Nov 10, 2019	graph constructionKnowledge Graphs	—Unverified
Bottom-up Anytime Discovery of Generalised Multimodal Graph Patterns for Knowledge Graphs	Oct 8, 2024	Knowledge Graphs	—Unverified
Dynamic-KGQA: A Scalable Framework for Generating Adaptive Question Answering Datasets	Mar 6, 2025	BenchmarkingDataset Generation	—Unverified
Bootstrapping Large-scale Named Entities using URL-Text Hybrid Patterns	Oct 1, 2013	Knowledge GraphsNamed Entity Recognition (NER)	—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