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 691–700 of 2974 papers

Title	Date	Tasks	Status	Score
KAMEL : Knowledge Analysis with Multitoken Entities in Language Models	Nov 1, 2022	Knowledge GraphsProbing Language Models	CodeCode Available	5
CAFE: Knowledge graph completion using neighborhood-aware features	May 18, 2021	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Applying BioBERT to Extract Germline Gene-Disease Associations for Building a Knowledge Graph from the Biomedical Literature	Sep 11, 2023	Articlesgraph construction	CodeCode Available	5
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge Graphs	Jun 5, 2023	Entity AlignmentKnowledge Distillation	CodeCode Available	5
CADGE: Context-Aware Dialogue Generation Enhanced with Graph-Structured Knowledge Aggregation	May 10, 2023	Dialogue GenerationGraph Attention	CodeCode Available	5
K-BERT: Enabling Language Representation with Knowledge Graph	Sep 17, 2019	Knowledge GraphsSentence	CodeCode Available	5
Building Rule Hierarchies for Efficient Logical Rule Learning from Knowledge Graphs	Jun 29, 2020	Inductive knowledge graph completionKnowledge Graphs	CodeCode Available	5
Jointly Learning Entity and Relation Representations for Entity Alignment	Sep 20, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	5
Joint Language Semantic and Structure Embedding for Knowledge Graph Completion	Sep 19, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Jointly Learning Explainable Rules for Recommendation with Knowledge Graph	Mar 9, 2019	Explainable RecommendationKnowledge Graphs	CodeCode Available	5

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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