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 2291–2300 of 2974 papers

Title	Date	Tasks	Status
Learning Hybrid Representations to Retrieve Semantically Equivalent Questions	Jul 1, 2015	Information RetrievalKnowledge Graphs	—Unverified
Learning Knowledge-based Prompts for Robust 3D Mask Presentation Attack Detection	May 6, 2025	Face RecognitionKnowledge Graphs	—Unverified
Learning Knowledge-Enhanced Contextual Language Representations for Domain Natural Language Understanding	Nov 12, 2023	Contrastive LearningData Augmentation	—Unverified
Learning Knowledge Graph-based World Models of Textual Environments	Jun 17, 2021	Action ParsingKnowledge Graphs	—Unverified
Learning Knowledge Graphs for Question Answering through Conversational Dialog	May 1, 2015	Dialog LearningElectrical Engineering	—Unverified
Learning Meta Representations of One-shot Relations for Temporal Knowledge Graph Link Prediction	May 21, 2022	Few-Shot LearningKnowledge Graphs	—Unverified
Learning Multi-view Molecular Representations with Structured and Unstructured Knowledge	Jun 14, 2024	Knowledge GraphsMolecular Property Prediction	—Unverified
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation	Nov 13, 2019	Entity EmbeddingsEntity Typing	CodeCode Available
Embedding-Based Entity Alignment Using Relation Structural Similarity	Sep 11, 2022	Entity AlignmentEntity Embeddings	CodeCode Available
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning	Jun 24, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available

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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