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 576–600 of 2974 papers

Title	Date	Tasks	Status	Hype	Score
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge Bases	Aug 19, 2021	Entity DisambiguationKnowledge Graphs	CodeCode Available	1	5
Machine learning on knowledge graphs for context-aware security monitoring	May 18, 2021	BIG-bench Machine LearningIntrusion Detection	CodeCode Available	1	5
KGTK: A Toolkit for Large Knowledge Graph Manipulation and Analysis	May 29, 2020	Knowledge Graphs	CodeCode Available	1	5
Enhancing Multilingual Language Model with Massive Multilingual Knowledge Triples	Nov 22, 2021	Knowledge GraphsLanguage Modeling	CodeCode Available	1	5
Convolutional 2D Knowledge Graph Embeddings	Jul 5, 2017	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
Convolutional Complex Knowledge Graph Embeddings	Aug 7, 2020	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	1	5
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models	Nov 1, 2023	Clinical KnowledgeDiversity	CodeCode Available	1	5
Logic Embeddings for Complex Query Answering	Feb 28, 2021	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1	5
Embedding Logical Queries on Knowledge Graphs	Jun 5, 2018	Complex Query AnsweringKnowledge Graphs	CodeCode Available	1	5
Efficient Federated Learning on Knowledge Graphs via Privacy-preserving Relation Embedding Aggregation	Mar 17, 2022	Entity EmbeddingsFederated Learning	CodeCode Available	1	5
MetaP: Meta Pattern Learning for One-Shot Knowledge Graph Completion	Jul 11, 2021	Information RetrievalKnowledge Graph Completion	CodeCode Available	1	5
Mining Mathematical Documents for Question Answering via Unsupervised Formula Labeling	Nov 12, 2022	Entity LinkingKnowledge Graphs	CodeCode Available	1	5
Multiple Heads are Better than One: Mixture of Modality Knowledge Experts for Entity Representation Learning	May 27, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	1	5
MMEA: Entity Alignment for Multi-Modal Knowledge Graphs	Aug 20, 2020	Entity AlignmentKnowledge Graphs	CodeCode Available	1	5
MMKG: Multi-Modal Knowledge Graphs	Mar 13, 2019	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Analogical Inference Enhanced Knowledge Graph Embedding	Jan 3, 2023	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	1	5
Enhancing Document-level Relation Extraction by Entity Knowledge Injection	Jul 23, 2022	Document-level Relation ExtractionKnowledge Graphs	CodeCode Available	1	5
ODA: Observation-Driven Agent for integrating LLMs and Knowledge Graphs	Apr 11, 2024	AI AgentKnowledge Graphs	CodeCode Available	1	5
R-GCN: The R Could Stand for Random	Mar 4, 2022	Knowledge GraphsLink Prediction	CodeCode Available	1	5
Aligning Cross-Lingual Entities with Multi-Aspect Information	Oct 15, 2019	Entity AlignmentEntity Embeddings	CodeCode Available	0	5
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement Learning	Jun 24, 2024	Hierarchical Reinforcement LearningKnowledge Graphs	CodeCode Available	0	5
Associative Knowledge Graphs for Efficient Sequence Storage and Retrieval	Nov 19, 2024	Anomaly DetectionKnowledge Graphs	CodeCode Available	0	5
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language Representation	Nov 13, 2019	Entity EmbeddingsEntity Typing	CodeCode Available	0	5
Complex Logical Query Answering by Calibrating Knowledge Graph Completion Models	Sep 30, 2024	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	0	5
Assisted Knowledge Graph Authoring: Human-Supervised Knowledge Graph Construction from Natural Language	Jan 15, 2024	graph constructionKnowledge Graphs	CodeCode Available	0	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