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 1461–1470 of 2974 papers

Title	Date	Tasks	Status
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
TinyKG: Memory-Efficient Training Framework for Knowledge Graph Neural Recommender Systems	Dec 8, 2022	GPUKnowledge Graphs	—Unverified
An Adaptive Logical Rule Embedding Model for Inductive Reasoning over Temporal Knowledge Graphs	Dec 7, 2022	Knowledge GraphsRelation	CodeCode Available
Analysis of Drug repurposing Knowledge graphs for Covid-19	Dec 7, 2022	Graph EmbeddingKnowledge Graph Embedding	—Unverified
ZeroKBC: A Comprehensive Benchmark for Zero-Shot Knowledge Base Completion	Dec 6, 2022	Knowledge Base CompletionKnowledge Graphs	CodeCode Available
Utilizing Background Knowledge for Robust Reasoning over Traffic Situations	Dec 4, 2022	Knowledge GraphsMultiple-choice	CodeCode Available
KPT: Keyword-guided Pre-training for Grounded Dialog Generation	Dec 4, 2022	Knowledge GraphsLanguage Modelling	—Unverified
Query-Driven Knowledge Base Completion using Multimodal Path Fusion over Multimodal Knowledge Graph	Dec 4, 2022	Knowledge Base CompletionKnowledge Graphs	—Unverified
Knowledge Graph Quality Evaluation under Incomplete Information	Dec 2, 2022	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