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 1841–1850 of 2974 papers

Title	Date	Tasks	Status
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey	Dec 18, 2021	Data AugmentationFew-Shot Learning	—Unverified
Low Resource Quadratic Forms for Knowledge Graph Embeddings	Nov 1, 2021	Computational EfficiencyCPU	—Unverified
The Tensor Brain: Semantic Decoding for Perception and Memory	Jan 29, 2020	Knowledge Graphs	—Unverified
The Vadalog System: Datalog-based Reasoning for Knowledge Graphs	Jul 23, 2018	Knowledge Graphs	—Unverified
LUKE-Graph: A Transformer-based Approach with Gated Relational Graph Attention for Cloze-style Reading Comprehension	Mar 12, 2023	Common Sense ReasoningGraph Attention	—Unverified
The WebCrow French Crossword Solver	Nov 27, 2023	Knowledge Graphs	—Unverified
Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases	Sep 24, 2020	Knowledge GraphsQuestion Answering	—Unverified
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs	Nov 1, 2024	AutoMLData Integration	—Unverified
Machine Reading Comprehension Using Structural Knowledge Graph-aware Network	Nov 1, 2019	Knowledge GraphsMachine Reading Comprehension	—Unverified
Adversarial Transformer Language Models for Contextual Commonsense Inference	Feb 10, 2023	Knowledge GraphsLanguage Modeling	—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