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 1831–1840 of 2974 papers

Title	Date	Tasks	Status
Revisiting Evaluation of Knowledge Base Completion Models	Feb 14, 2020	Knowledge Base CompletionKnowledge Graph Completion	—Unverified
Revisiting Initializing Then Refining: An Incomplete and Missing Graph Imputation Network	Feb 15, 2023	AttributeImputation	—Unverified
Revisiting the Graph Reasoning Ability of Large Language Models: Case Studies in Translation, Connectivity and Shortest Path	Aug 18, 2024	Knowledge Graphs	—Unverified
r-GAT: Relational Graph Attention Network for Multi-Relational Graphs	Sep 13, 2021	Graph AttentionKnowledge Graphs	—Unverified
Right for Right Reasons: Large Language Models for Verifiable Commonsense Knowledge Graph Question Answering	Mar 3, 2024	Claim VerificationGraph Question Answering	—Unverified
Ripple Knowledge Graph Convolutional Networks For Recommendation Systems	May 2, 2023	Deep LearningKnowledge Graphs	—Unverified
RiTeK: A Dataset for Large Language Models Complex Reasoning over Textual Knowledge Graphs	Oct 17, 2024	Knowledge GraphsRetrieval	—Unverified
Robust NL-to-Cypher Translation for KBQA: Harnessing Large Language Model with Chain of Prompts	Oct 28, 2023	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified
Robust Training for Conversational Question Answering Models with Reinforced Reformulation Generation	Oct 20, 2023	Conversational Question AnsweringDeep Reinforcement Learning	—Unverified
Roof-Transformer: Divided and Joined Understanding with Knowledge Enhancement	Dec 13, 2021	Knowledge GraphsReading Comprehension	—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