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 2031–2040 of 2974 papers

Title	Date	Tasks	Status
Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge Graphs	Oct 17, 2024	Knowledge GraphsMachine Translation	—Unverified
Towards Discourse Parsing-inspired Semantic Storytelling	Apr 25, 2020	coreference-resolutionCoreference Resolution	—Unverified
Multi-source Learning via Completion of Block-wise Overlapping Noisy Matrices	May 21, 2021	Electrical EngineeringKnowledge Graphs	—Unverified
Behavioral Testing of Knowledge Graph Embedding Models for Link Prediction	Jun 22, 2021	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Bayesian Knowledge-driven Critiquing with Indirect Evidence	Jun 9, 2023	Bayesian InferenceKnowledge Graphs	—Unverified
Bayesian inference for data-efficient, explainable, and safe robotic motion planning: A review	Jul 16, 2023	Bayesian InferenceKnowledge Graphs	—Unverified
AWAPart: Adaptive Workload-Aware Partitioning of Knowledge Graphs	Mar 28, 2022	Knowledge Graphs	—Unverified
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review	Jul 7, 2021	Knowledge GraphsQuestion Answering	—Unverified
Neural Probabilistic Logic Learning for Knowledge Graph Reasoning	Jul 4, 2024	Knowledge GraphsVariational Inference	—Unverified
Neural Relation Prediction for Simple Question Answering over Knowledge Graph	Feb 18, 2020	Knowledge GraphsQuestion Answering	—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