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 2151–2160 of 2974 papers

Title	Date	Tasks	Status
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering	Jan 16, 2022	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified
Out-of-Sample Representation Learning for Knowledge Graphs	Nov 1, 2020	Knowledge GraphsRepresentation Learning	—Unverified
Toward Understanding The Effect of Loss Function on The Performance of Knowledge Graph Embedding	May 22, 2019	Graph EmbeddingKnowledge Graph Embedding	—Unverified
Multi-Level Querying using A Knowledge Pyramid	Jul 31, 2024	Knowledge GraphsRAG	—Unverified
A Two-Stage Approach towards Generalization in Knowledge Base Question Answering	Nov 10, 2021	Knowledge Base Question AnsweringKnowledge Graphs	—Unverified
Attr-Int: A Simple and Effective Entity Alignment Framework for Heterogeneous Knowledge Graphs	Oct 17, 2024	AttributeEntity Alignment	—Unverified
Pairing Conceptual Modeling with Machine Learning	Jun 27, 2021	BIG-bench Machine LearningKnowledge Graphs	—Unverified
Pandora: A Code-Driven Large Language Model Agent for Unified Reasoning Across Diverse Structured Knowledge	Apr 17, 2025	Knowledge GraphsLanguage Modeling	—Unverified
TRACE: Tensorizing and Generalizing Supernets from Neural Architecture Search	Jan 1, 2021	Knowledge GraphsNeural Architecture Search	—Unverified
Tracking the progress of Language Models by extracting their underlying Knowledge Graphs	Jan 1, 2021	Knowledge GraphsWord Embeddings	—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