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 1381–1390 of 2974 papers

Title	Date	Tasks	Status	Hype
WikiCoder: Learning to Write Knowledge-Powered Code	Mar 15, 2023	Knowledge GraphsProgram Synthesis	CodeCode Available	1
LUKE-Graph: A Transformer-based Approach with Gated Relational Graph Attention for Cloze-style Reading Comprehension	Mar 12, 2023	Common Sense ReasoningGraph Attention	—Unverified	0
ALIST: Associative Logic for Inference, Storage and Transfer. A Lingua Franca for Inference on the Web	Mar 12, 2023	Information RetrievalKnowledge Graphs	—Unverified	0
Sparse and Local Networks for Hypergraph Reasoning	Mar 9, 2023	Knowledge GraphsWorld Knowledge	—Unverified	0
Comprehensive Event Representations using Event Knowledge Graphs and Natural Language Processing	Mar 8, 2023	Event ExtractionKnowledge Graph Completion	—Unverified	0
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges	Mar 4, 2023	Knowledge Graphs	—Unverified	0
Structure Pretraining and Prompt Tuning for Knowledge Graph Transfer	Mar 3, 2023	image-classificationImage Classification	CodeCode Available	1
Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language Models	Mar 3, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1
KGLiDS: A Platform for Semantic Abstraction, Linking, and Automation of Data Science	Mar 3, 2023	AutoMLKnowledge Graphs	CodeCode Available	1
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural Networks	Mar 2, 2023	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	0

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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