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 581–590 of 2974 papers

Title	Date	Tasks	Status	Hype
Convolutional Complex Knowledge Graph Embeddings	Aug 7, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1
Instilling Type Knowledge in Language Models via Multi-Task QA	Apr 28, 2022	Articlesdialog state tracking	CodeCode Available	1
Generalizing Knowledge Graph Embedding with Universal Orthogonal Parameterization	May 14, 2024	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
Increasing Coverage and Precision of Textual Information in Multilingual Knowledge Graphs	Nov 27, 2023	Entity LinkingKnowledge Graph Completion	CodeCode Available	1
JointLK: Joint Reasoning with Language Models and Knowledge Graphs for Commonsense Question Answering	Dec 6, 2021	Knowledge GraphsQuestion Answering	CodeCode Available	1
Jointly Non-Sampling Learning for Knowledge Graph Enhanced Recommendation	Jul 1, 2020	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1
KRACL: Contrastive Learning with Graph Context Modeling for Sparse Knowledge Graph Completion	Aug 16, 2022	Contrastive LearningKnowledge Graph Completion	CodeCode Available	1
KagNet: Knowledge-Aware Graph Networks for Commonsense Reasoning	Sep 4, 2019	Common Sense ReasoningKnowledge Base Question Answering	CodeCode Available	1
KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven Conversation	Apr 8, 2020	Domain AdaptationKnowledge Graphs	CodeCode Available	1
OneEdit: A Neural-Symbolic Collaboratively Knowledge Editing System	Sep 9, 2024	knowledge editingKnowledge Graphs	CodeCode Available	1

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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