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 551–560 of 2974 papers

Title	Date	Tasks	Status	Hype
Complex Temporal Question Answering on Knowledge Graphs	Sep 18, 2021	16kEntity Embeddings	CodeCode Available	1
Generative Adversarial Zero-Shot Relational Learning for Knowledge Graphs	Jan 8, 2020	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail Knowledge	Mar 3, 2024	Claim VerificationGraph Question Answering	CodeCode Available	1
Continual Learning of Knowledge Graph Embeddings	Jan 14, 2021	Continual LearningGraph Embedding	CodeCode Available	1
A Toolkit for Generating Code Knowledge Graphs	Feb 21, 2020	Code SearchImage Classification	CodeCode Available	1
Information Obfuscation of Graph Neural Networks	Sep 28, 2020	Adversarial DefenseGraph Representation Learning	CodeCode Available	1
A Critical Assessment of State-of-the-Art in Entity Alignment	Oct 30, 2020	BenchmarkingEntity Alignment	CodeCode Available	1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks	Apr 4, 2021	Conversational Question AnsweringGraph Attention	CodeCode Available	1
Diverse and Informative Dialogue Generation with Context-Specific Commonsense Knowledge Awareness	Jul 1, 2020	Dialogue GenerationKnowledge Graphs	CodeCode Available	1
Duplication Detection in Knowledge Graphs: Literature and Tools	Apr 17, 2020	Knowledge Graphs	CodeCode Available	1

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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