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 2331–2340 of 2974 papers

Title	Date	Tasks	Status
ReasonPlanner: Enhancing Autonomous Planning in Dynamic Environments with Temporal Knowledge Graphs and LLMs	Oct 11, 2024	Knowledge Graphs	—Unverified
RECALL: A Benchmark for LLMs Robustness against External Counterfactual Knowledge	Nov 14, 2023	counterfactualKnowledge Graphs	—Unverified
RECAP-KG: Mining Knowledge Graphs from Raw GP Notes for Remote COVID-19 Assessment in Primary Care	Jun 17, 2023	Decision Makinggraph construction	—Unverified
A Simplifying and Learnable Graph Convolutional Attention Network for Unsupervised Knowledge Graphs Alignment	Oct 17, 2024	Active LearningContrastive Learning	—Unverified
RECipe: Does a Multi-Modal Recipe Knowledge Graph Fit a Multi-Purpose Recommendation System?	Aug 8, 2023	BenchmarkingCollaborative Filtering	—Unverified
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion	Dec 14, 2021	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Recognizing and Extracting Cybersecurtity-relevant Entities from Text	Aug 2, 2022	Entity LinkingKnowledge Graphs	—Unverified
Recognizing Unseen Objects via Multimodal Intensive Knowledge Graph Propagation	Jun 14, 2023	AttributeKnowledge Graphs	—Unverified
Type-Constrained Representation Learning in Knowledge Graphs	Aug 11, 2015	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Recurrent Event Network: Autoregressive Structure Inferenceover Temporal Knowledge Graphs	Nov 1, 2020	Knowledge GraphsLink Prediction	—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