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

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Showing 1101–1125 of 2974 papers

Title	Date	Tasks	Status	Score
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge Refinement	Feb 4, 2025	Knowledge Graphs	CodeCode Available	5
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex Spaces	Aug 4, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Interleaving GANs with knowledge graphs to support design creativity for book covers	Aug 3, 2023	Knowledge Graphs	CodeCode Available	5
Context-aware knowledge graph framework for traffic speed forecasting using graph neural network	Jul 25, 2024	Graph Neural NetworkKnowledge Graphs	CodeCode Available	5
Inductive Relation Prediction from Relational Paths and Context with Hierarchical Transformers	Apr 1, 2023	Inductive Relation PredictionKnowledge Graphs	CodeCode Available	5
Generating Fine-Grained Open Vocabulary Entity Type Descriptions	May 27, 2018	Knowledge GraphsVocal Bursts Type Prediction	CodeCode Available	5
Generating Faithful and Salient Text from Multimodal Data	Sep 6, 2024	HallucinationKnowledge Graphs	CodeCode Available	5
Generating User-Centred Explanations via Illocutionary Question Answering: From Philosophy to Interfaces	Oct 2, 2021	Disease PredictionExplainable Artificial Intelligence (XAI)	CodeCode Available	5
Generating Explanations to Understand and Repair Embedding-based Entity Alignment	Dec 8, 2023	Entity AlignmentKnowledge Graphs	CodeCode Available	5
A Benchmark for Semi-Inductive Link Prediction in Knowledge Graphs	Oct 18, 2023	Inductive Link PredictionKnowledge Graphs	CodeCode Available	5
Inductive Logical Query Answering in Knowledge Graphs	Oct 13, 2022	Complex Query AnsweringEntity Embeddings	CodeCode Available	5
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational Assumptions	Sep 27, 2020	Graph EmbeddingKnowledge Graph Completion	CodeCode Available	5
Informed Multi-context Entity Alignment	Jan 2, 2022	Entity AlignmentEntity Embeddings	CodeCode Available	5
Context-Aware Composition of Agent Policies by Markov Decision Process Entity Embeddings and Agent Ensembles	Aug 28, 2023	Entity EmbeddingsKnowledge Graphs	CodeCode Available	5
GenIC: An LLM-Based Framework for Instance Completion in Knowledge Graphs	May 29, 2025	Knowledge Graph CompletionKnowledge Graphs	CodeCode Available	5
Inducing Discourse Marker Inventories from Lexical Knowledge Graphs	Jun 1, 2022	Knowledge Graphs	CodeCode Available	5
A Systematic Evaluation of Knowledge Graph Embeddings for Gene-Disease Association Prediction	Apr 11, 2025	Knowledge Graph EmbeddingsKnowledge Graphs	CodeCode Available	5
Geolocation of Cultural Heritage using Multi-View Knowledge Graph Embedding	Sep 8, 2022	Graph EmbeddingKnowledge Graph Embedding	CodeCode Available	5
Inductive Link Prediction in Knowledge Graphs using Path-based Neural Networks	Dec 16, 2023	Entity EmbeddingsInductive Link Prediction	CodeCode Available	5
Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge Graphs	Oct 11, 2024	Knowledge GraphsMeta-Learning	CodeCode Available	5
IndeGx: A Model and a Framework for Indexing RDF Knowledge Graphs with SPARQL-based Test Suits	Jan 23, 2023	Knowledge Graphs	CodeCode Available	5
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair Use	May 4, 2025	Knowledge GraphsLegal Reasoning	CodeCode Available	5
Incorporating Literals into Knowledge Graph Embeddings	Feb 3, 2018	Entity EmbeddingsKnowledge Graph Embeddings	CodeCode Available	5
Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge Graph	Aug 22, 2019	Deep LearningKnowledge Graphs	CodeCode Available	5
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph Reasoning	Mar 26, 2025	Inductive Link PredictionKnowledge Graphs	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