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 2061–2070 of 2974 papers

Title	Date	Tasks	Status
Temporal Knowledge Graph Completion: A Survey	Jan 16, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering	Jan 16, 2022	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering	Jan 16, 2022	Knowledge GraphsQuestion Answering	—Unverified
A Simple But Powerful Graph Encoder for Temporal Knowledge Graph Completion	Jan 16, 2022	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Improving Conversational Recommendation Systems’ Quality with Context-Aware Item Meta-Information	Jan 16, 2022	Conversational RecommendationKnowledge Graphs	—Unverified
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph Completion	Jan 16, 2022	Entity EmbeddingsGraph Embedding	—Unverified
Great~Truths~are ~Always ~Simple: A Rather Simple Knowledge Encoder for Enhancing the Commonsense Reasoning Capacity of Pre-Trained Models	Jan 16, 2022	Graph Neural NetworkKnowledge Graphs	—Unverified
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News Media	Jan 16, 2022	ArticlesKnowledge Graphs	—Unverified
An Automatic Ontology Generation Framework with An Organizational Perspective	Jan 15, 2022	Knowledge Graphs	—Unverified
Towards a Reference Software Architecture for Human-AI Teaming in Smart Manufacturing	Jan 13, 2022	BIG-bench Machine LearningKnowledge 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