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 2771–2780 of 2974 papers

Title	Date	Tasks	Status
Logic Attention Based Neighborhood Aggregation for Inductive Knowledge Graph Embedding	Nov 4, 2018	Graph EmbeddingKnowledge Graph Completion	CodeCode Available
Augmenting Compositional Models for Knowledge Base Completion Using Gradient Representations	Nov 2, 2018	Knowledge Base CompletionKnowledge Graphs	—Unverified
Exploiting Explicit Paths for Multi-hop Reading Comprehension	Nov 2, 2018	Implicit RelationsKnowledge Graphs	CodeCode Available
Learning to Rank Query Graphs for Complex Question Answering over Knowledge Graphs	Nov 2, 2018	Graph RankingKnowledge Graphs	CodeCode Available
Retrieve and Re-rank: A Simple and Effective IR Approach to Simple Question Answering over Knowledge Graphs	Nov 1, 2018	Entity LinkingInformation Retrieval	—Unverified
MOHONE: Modeling Higher Order Network Effects in KnowledgeGraphs via Network Infused Embeddings	Nov 1, 2018	Graph EmbeddingKnowledge Graph Embedding	—Unverified
OpenKE: An Open Toolkit for Knowledge Embedding	Nov 1, 2018	Information RetrievalKnowledge Graphs	CodeCode Available
DOLORES: Deep Contextualized Knowledge Graph Embeddings	Oct 31, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	—Unverified
Towards Efficient Large-Scale Graph Neural Network Computing	Oct 19, 2018	GPUGraph Neural Network	—Unverified
Building Dynamic Knowledge Graphs from Text using Machine Reading Comprehension	Oct 12, 2018	Knowledge GraphsMachine Reading Comprehension	—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