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 551–575 of 2974 papers

Title	Date	Tasks	Status	Hype
A Toolkit for Generating Code Knowledge Graphs	Feb 21, 2020	Code SearchImage Classification	CodeCode Available	1
Information Obfuscation of Graph Neural Networks	Sep 28, 2020	Adversarial DefenseGraph Representation Learning	CodeCode Available	1
Complex Temporal Question Answering on Knowledge Graphs	Sep 18, 2021	16kEntity Embeddings	CodeCode Available	1
DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNN	Aug 26, 2021	Knowledge GraphsRecommendation Systems	CodeCode Available	1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail Knowledge	Mar 3, 2024	Claim VerificationGraph Question Answering	CodeCode Available	1
A Critical Assessment of State-of-the-Art in Entity Alignment	Oct 30, 2020	BenchmarkingEntity Alignment	CodeCode Available	1
CypherBench: Towards Precise Retrieval over Full-scale Modern Knowledge Graphs in the LLM Era	Dec 24, 2024	Knowledge Base Question AnsweringKnowledge Graphs	CodeCode Available	1
Graphusion: A RAG Framework for Knowledge Graph Construction with a Global Perspective	Oct 23, 2024	graph constructionKnowledge Graphs	CodeCode Available	1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge Graphs	Sep 30, 2019	Graph AttentionKnowledge Graphs	CodeCode Available	1
Walk Wisely on Graph: Knowledge Graph Reasoning with Dual Agents via Efficient Guidance-Exploration	Aug 3, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available	1
Hardware-agnostic Computation for Large-scale Knowledge Graph Embeddings	Jul 18, 2022	Continual LearningGraph Embedding	CodeCode Available	1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language Models	Sep 29, 2020	Knowledge Graphs	CodeCode Available	1
Continual Learning of Knowledge Graph Embeddings	Jan 14, 2021	Continual LearningGraph Embedding	CodeCode Available	1
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?	Aug 20, 2023	Knowledge GraphsWorld Knowledge	CodeCode Available	1
Duplication Detection in Knowledge Graphs: Literature and Tools	Apr 17, 2020	Knowledge Graphs	CodeCode Available	1
History repeats Itself: A Baseline for Temporal Knowledge Graph Forecasting	Apr 25, 2024	Knowledge Graphs	CodeCode Available	1
Adapters for Enhanced Modeling of Multilingual Knowledge and Text	Oct 24, 2022	Entity AlignmentKnowledge Graph Completion	CodeCode Available	1
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation	Mar 17, 2022	Entity EmbeddingsFederated Learning	CodeCode Available	1
A Theory of Link Prediction via Relational Weisfeiler-Leman on Knowledge Graphs	Feb 4, 2023	Knowledge GraphsLink Prediction	CodeCode Available	1
Hyperbolic Deep Neural Networks: A Survey	Jan 12, 2021	Knowledge GraphsRepresentation Learning	CodeCode Available	1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic Enhancement	Oct 12, 2023	Contrastive LearningData Augmentation	CodeCode Available	1
IMF: Interactive Multimodal Fusion Model for Link Prediction	Mar 20, 2023	Contrastive LearningKnowledge Graphs	CodeCode Available	1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic Fusion	Jul 8, 2020	Knowledge GraphsRecommendation Systems	CodeCode Available	1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention Networks	Apr 4, 2021	Conversational Question AnsweringGraph Attention	CodeCode Available	1
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge Graphs	Apr 1, 2024	Knowledge Graphs	CodeCode Available	1

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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