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 2651–2660 of 2974 papers

Title	Date	Tasks	Status
Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge Graph	Aug 22, 2019	Deep LearningKnowledge Graphs	CodeCode Available
Populating Web Scale Knowledge Graphs using Distantly Supervised Relation Extraction and Validation	Aug 21, 2019	Knowledge Base CompletionKnowledge Graphs	—Unverified
Unsupervised Hierarchical Grouping of Knowledge Graph Entities	Aug 20, 2019	BenchmarkingKnowledge Graphs	—Unverified
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules	Aug 20, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Transfer in Deep Reinforcement Learning using Knowledge Graphs	Aug 19, 2019	Deep Reinforcement LearningKnowledge Graphs	—Unverified
Message Passing for Complex Question Answering over Knowledge Graphs	Aug 19, 2019	Knowledge GraphsQuestion Answering	CodeCode Available
Towards Optimisation of Collaborative Question Answering over Knowledge Graphs	Aug 14, 2019	feature selectionKnowledge Graphs	—Unverified
Meta Reasoning over Knowledge Graphs	Aug 13, 2019	Few-Shot LearningKnowledge Base Completion	—Unverified
An End-to-End Neighborhood-based Interaction Model for Knowledge-enhanced Recommendation	Aug 12, 2019	Click-Through Rate PredictionKnowledge Graphs	CodeCode Available
TinySearch -- Semantics based Search Engine using Bert Embeddings	Aug 7, 2019	Knowledge Graphs	—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