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 1791–1800 of 2974 papers

Title	Date	Tasks	Status
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying Scale	Jan 2, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available
Visual Traffic Knowledge Graph Generation from Scene Images	Jan 1, 2023	Graph AttentionGraph Generation	—Unverified
SGAligner: 3D Scene Alignment with Scene Graphs	Jan 1, 2023	Contrastive LearningKnowledge Graphs	—Unverified
Democratising Knowledge Representation with BioCypher	Dec 27, 2022	Federated LearningKnowledge Graphs	—Unverified
Detection, Explanation and Filtering of Cyber Attacks Combining Symbolic and Sub-Symbolic Methods	Dec 23, 2022	Decision MakingExplainable Artificial Intelligence (XAI)	—Unverified
Towards Linguistically Informed Multi-Objective Pre-Training for Natural Language Inference	Dec 14, 2022	Knowledge GraphsNatural Language Inference	—Unverified
Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor Decomposition	Dec 11, 2022	Contrastive LearningGeneral Knowledge	CodeCode Available
Expanding Knowledge Graphs with Humans in the Loop	Dec 10, 2022	Knowledge Graphs	—Unverified
A Unified Knowledge Graph Augmentation Service for Boosting Domain-specific NLP Tasks	Dec 10, 2022	Knowledge GraphsLanguage Modeling	—Unverified
CKG: Dynamic Representation Based on Context and Knowledge Graph	Dec 9, 2022	Knowledge GraphsMRPC	—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