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 2801–2810 of 2974 papers

Title	Date	Tasks	Status
Multi-dataset and Transfer Learning Using Gene Expression Knowledge Graphs	Mar 26, 2025	Data IntegrationGraph Embedding	CodeCode Available
COPA-SSE: Semi-structured Explanations for Commonsense Reasoning	Jan 18, 2022	Common Sense ReasoningKnowledge Graphs	CodeCode Available
Extensible Multi-Granularity Fusion Network for Aspect-based Sentiment Analysis	Feb 12, 2024	Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA)	CodeCode Available
Grounded Conversation Generation as Guided Traverses in Commonsense Knowledge Graphs	Nov 7, 2019	Knowledge Graphs	CodeCode Available
Multifaceted Domain-Specific Document Embeddings	Jun 1, 2021	Document EmbeddingKnowledge Graphs	CodeCode Available
Extending Transductive Knowledge Graph Embedding Models for Inductive Logical Relational Inference	Sep 7, 2023	Graph EmbeddingGraph Neural Network	CodeCode Available
MultiHal: Multilingual Dataset for Knowledge-Graph Grounded Evaluation of LLM Hallucinations	May 20, 2025	Fact CheckingHallucination	CodeCode Available
Bridging RDF Knowledge Graphs with Graph Neural Networks for Semantically-Rich Recommender Systems	Jun 10, 2025	Knowledge GraphsRecommendation Systems	CodeCode Available
Scaling Reasoning can Improve Factuality in Large Language Models	May 16, 2025	Knowledge GraphsLarge Language Model	CodeCode Available
Temporal Fact Reasoning over Hyper-Relational Knowledge Graphs	Jul 14, 2023	Knowledge GraphsLink Prediction	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