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 1801–1810 of 2974 papers

Title	Date	Tasks	Status
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure	Nov 19, 2022	Contrastive LearningGraph Embedding	—Unverified
Relation- and Phrase-level Linking of FrameNet with Sar-graphs	May 1, 2016	Knowledge GraphsRelation	—Unverified
Relation-aware Bidirectional Path Reasoning for Commonsense Question Answering	Nov 1, 2021	Graph Neural NetworkKnowledge Graphs	—Unverified
Relation Clustering in Narrative Knowledge Graphs	Nov 27, 2020	ClusteringDescriptive	—Unverified
Relation Extraction with Fine-Tuned Large Language Models in Retrieval Augmented Generation Frameworks	Jun 20, 2024	Domain AdaptationImplicit Relations	—Unverified
Relation Prediction for Unseen-Entities Using Entity-Word Graphs	Nov 1, 2019	Knowledge Graph CompletionKnowledge Graphs	—Unverified
Comparison of biomedical relationship extraction methods and models for knowledge graph creation	Jan 5, 2022	Key Information ExtractionKnowledge Graphs	—Unverified
Relations Prediction for Knowledge Graph Completion using Large Language Models	May 4, 2024	Knowledge Graph CompletionKnowledge Graphs	—Unverified
RelBERT: Embedding Relations with Language Models	Sep 30, 2023	Knowledge Graphs	—Unverified
Reliable Reasoning Path: Distilling Effective Guidance for LLM Reasoning with Knowledge Graphs	Jun 12, 2025	Knowledge Graphs	—Unverified

Show:10 25 50

← PrevPage 181 of 298Next →

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