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 1226–1250 of 2974 papers

Title	Date	Tasks	Status	Score
Hi-ArG: Exploring the Integration of Hierarchical Argumentation Graphs in Language Pretraining	Dec 1, 2023	Knowledge Graphs	CodeCode Available	5
Hierarchical Blockmodelling for Knowledge Graphs	Aug 28, 2024	Knowledge Graphs	CodeCode Available	5
Multi-task Pre-training Language Model for Semantic Network Completion	Jan 13, 2022	Contrastive LearningData Augmentation	CodeCode Available	5
Improving Hyper-Relational Knowledge Graph Completion	Apr 16, 2021	Computational EfficiencyGraph Neural Network	CodeCode Available	5
M^2ConceptBase: A Fine-Grained Aligned Concept-Centric Multimodal Knowledge Base	Dec 16, 2023	cross-modal alignmentKnowledge Graphs	CodeCode Available	5
Focus, Merge, Rank: Improved Question Answering Based on Semi-structured Knowledge Bases	May 14, 2025	Knowledge GraphsMulti-hop Question Answering	CodeCode Available	5
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement Learning	Apr 2, 2023	Few-Shot LearningInductive Learning	CodeCode Available	5
Improving Knowledge Graph Embedding Using Simple Constraints	May 7, 2018	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Massively Multilingual Language Models for Cross Lingual Fact Extraction from Low Resource Indian Languages	Feb 9, 2023	FormKnowledge Graphs	CodeCode Available	5
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question Answering	Sep 15, 2021	Image CaptioningKnowledge Graphs	CodeCode Available	5
Hierarchical Tree-structured Knowledge Graph For Academic Insight Survey	Feb 7, 2024	Knowledge GraphsRecommendation Systems	CodeCode Available	5
Knowledge Hypergraphs: Prediction Beyond Binary Relations	Jun 1, 2019	Entity EmbeddingsKnowledge Graph Completion	CodeCode Available	5
Firzen: Firing Strict Cold-Start Items with Frozen Heterogeneous and Homogeneous Graphs for Recommendation	Oct 10, 2024	Knowledge GraphsRecommendation Systems	CodeCode Available	5
I Know the Relationships: Zero-Shot Action Recognition via Two-Stream Graph Convolutional Networks and Knowledge Graphs	Jul 17, 2019	Action RecognitionAttribute	CodeCode Available	5
i-Align: an interpretable knowledge graph alignment model	Aug 26, 2023	Knowledge Graphsmodel	CodeCode Available	5
HyTE: Hyperplane-based Temporally aware Knowledge Graph Embedding	Oct 1, 2018	Graph EmbeddingInformation Retrieval	CodeCode Available	5
A Study on Knowledge Graph Embeddings and Graph Neural Networks for Web Of Things	Oct 23, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Hypernetwork Knowledge Graph Embeddings	Aug 21, 2018	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Identify, Align, and Integrate: Matching Knowledge Graphs to Commonsense Reasoning Tasks	Apr 20, 2021	Knowledge Graphs	CodeCode Available	5
Aligning Knowledge Graphs Provided by Humans and Generated from Neural Networks in Specific Tasks	Apr 23, 2024	Knowledge GraphsLogical Reasoning	CodeCode Available	5
Finding Streams in Knowledge Graphs to Support Fact Checking	Aug 24, 2017	Fact CheckingKnowledge Graphs	CodeCode Available	5
Finding Paths for Explainable MOOC Recommendation: A Learner Perspective	Dec 11, 2023	Explainable RecommendationKnowledge Graphs	CodeCode Available	5
Hyperbolic Hierarchical Knowledge Graph Embeddings for Link Prediction in Low Dimensions	Apr 28, 2022	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Identifying and Explaining Discriminative Attributes	Sep 5, 2019	AttributeKnowledge Graphs	CodeCode Available	5
Finding Motifs in Knowledge Graphs using Compression	Apr 16, 2021	Knowledge GraphsWorld Knowledge	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