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 1971–1980 of 2974 papers

Title	Date	Tasks	Status
Biographical: A Semi-Supervised Relation Extraction Dataset	May 2, 2022	ArticlesKnowledge Graphs	—Unverified
Multi-hop Question Answering over Knowledge Graphs using Large Language Models	Apr 30, 2024	Information RetrievalKnowledge Graphs	—Unverified
Att-KGCN: Tourist Attractions Recommendation System by using Attention mechanism and Knowledge Graph Convolution Network	Jun 19, 2023	Knowledge Graphs	—Unverified
Adaptive Pseudo-Siamese Policy Network for Temporal Knowledge Prediction	Apr 26, 2022	Knowledge GraphsLink Prediction	—Unverified
Toward Knowledge-Enriched Conversational Recommendation Systems	May 1, 2022	Conversational RecommendationKnowledge Graphs	—Unverified
Multilingual Vector Representations of Words, Sentences, and Documents	Nov 1, 2017	Knowledge Graphs	—Unverified
Binarized Canonical Polyadic Decomposition for Knowledge Graph Completion	Dec 4, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Multi-Modal Bayesian Embeddings for Learning Social Knowledge Graphs	Aug 4, 2015	Knowledge Graphs	—Unverified
Billion-scale Pre-trained E-commerce Product Knowledge Graph Model	May 2, 2021	Knowledge Graphs	—Unverified
Bi-Link: Bridging Inductive Link Predictions from Text via Contrastive Learning of Transformers and Prompts	Oct 26, 2022	Contrastive LearningEntity Linking	—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