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 326–350 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge Graphs	Sep 30, 2019	Graph AttentionKnowledge Graphs	CodeCode Available	1	5
Continual Learning of Knowledge Graph Embeddings	Jan 14, 2021	Continual LearningGraph Embedding	CodeCode Available	1	5
AutoRDF2GML: Facilitating RDF Integration in Graph Machine Learning	Jul 26, 2024	Graph ClassificationKnowledge Graphs	CodeCode Available	1	5
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and Prospects	Aug 4, 2023	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
History repeats Itself: A Baseline for Temporal Knowledge Graph Forecasting	Apr 25, 2024	Knowledge Graphs	CodeCode Available	1	5
HRGraph: Leveraging LLMs for HR Data Knowledge Graphs with Information Propagation-based Job Recommendation	Aug 24, 2024	Knowledge Graphs	CodeCode Available	1	5
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge Graphs	Feb 15, 2022	Density EstimationKnowledge Graphs	CodeCode Available	1	5
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and Normalization	Aug 1, 2021	Knowledge GraphsMedical Named Entity Recognition	CodeCode Available	1	5
Hyperbolic Deep Neural Networks: A Survey	Jan 12, 2021	Knowledge GraphsRepresentation Learning	CodeCode Available	1	5
ExeKGLib: Knowledge Graphs-Empowered Machine Learning Analytics	May 4, 2023	Interpretable Machine LearningKnowledge Graphs	CodeCode Available	1	5
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis Generation	Dec 25, 2023	Knowledge GraphsLogical Reasoning	CodeCode Available	1	5
An energy-based model for neuro-symbolic reasoning on knowledge graphs	Oct 4, 2021	Automated Theorem ProvingGraph Embedding	CodeCode Available	1	5
Convolutional Complex Knowledge Graph Embeddings	Aug 7, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
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	5
Improving Knowledge-aware Recommendation with Multi-level Interactive Contrastive Learning	Aug 22, 2022	Contrastive LearningKnowledge-Aware Recommendation	CodeCode Available	1	5
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base Embeddings	Jul 1, 2020	Answer SelectionKnowledge Graphs	CodeCode Available	1	5
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	5
Event Prediction using Case-Based Reasoning over Knowledge Graphs	Sep 21, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	1	5
A*Net: A Scalable Path-based Reasoning Approach for Knowledge Graphs	Jun 7, 2022	Knowledge Graphs	CodeCode Available	1	5
Inductive Relation Prediction by BERT	Mar 12, 2021	Few-Shot LearningInductive Learning	CodeCode Available	1	5
Inductive Relation Prediction by Subgraph Reasoning	Nov 16, 2019	Graph EmbeddingGraph Neural Network	CodeCode Available	1	5
Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?	Sep 29, 2023	BenchmarkingKnowledge Graph Completion	CodeCode Available	1	5
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge Graphs	Sep 18, 2021	BenchmarkingComplex Query Answering	CodeCode Available	1	5
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph Prompting	Apr 13, 2024	HallucinationKnowledge Graphs	CodeCode Available	1	5
ExpressivE: A Spatio-Functional Embedding For Knowledge Graph Completion	Jun 8, 2022	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	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