SOTAVerified

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 1101–1150 of 2974 papers

TitleStatusHype
SLHCat: Mapping Wikipedia Categories and Lists to DBpedia by Leveraging Semantic, Lexical, and Hierarchical Features—0
Learning Complete Topology-Aware Correlations Between Relations for Inductive Link Prediction—0
Construction of Paired Knowledge Graph-Text Datasets Informed by Cyclic Evaluation—0
Knowledge Graph Question Answering for Materials Science (KGQA4MAT): Developing Natural Language Interface for Metal-Organic Frameworks Knowledge Graph (MOF-KG) Using LLM—0
Unsupervised Deep Cross-Language Entity AlignmentCode0
Classifying Organizations for Food System Ontologies using Natural Language Processing—0
Temporal Smoothness Regularisers for Neural Link Predictors—0
Reproducible Domain-Specific Knowledge Graphs in the Life Sciences: a Systematic Literature Review—0
"Merge Conflicts!" Exploring the Impacts of External Distractors to Parametric Knowledge GraphsCode0
Directed Scattering for Knowledge Graph-based Cellular Signaling Analysis—0
Information Flow in Graph Neural Networks: A Clinical Triage Use Case—0
Applying BioBERT to Extract Germline Gene-Disease Associations for Building a Knowledge Graph from the Biomedical LiteratureCode0
UniKG: A Benchmark and Universal Embedding for Large-Scale Knowledge GraphsCode0
Knowledge-based Refinement of Scientific Publication Knowledge Graphs—0
Don't Ignore Dual Logic Ability of LLMs while Privatizing: A Data-Intensive Analysis in Medical DomainCode4
Extending Transductive Knowledge Graph Embedding Models for Inductive Logical Relational InferenceCode0
PyGraft: Configurable Generation of Synthetic Schemas and Knowledge Graphs at Your FingertipsCode2
Knowledge Solver: Teaching LLMs to Search for Domain Knowledge from Knowledge Graphs—0
Universal Preprocessing Operators for Embedding Knowledge Graphs with LiteralsCode0
ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning—0
End-to-End Learning on Multimodal Knowledge GraphsCode0
NeMig -- A Bilingual News Collection and Knowledge Graph about MigrationCode0
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Nemo: First Glimpse of a New Rule EngineCode2
AsyncET: Asynchronous Learning for Knowledge Graph Entity Typing with Auxiliary Relations—0
Exploring the Limits of Historical Information for Temporal Knowledge Graph Extrapolation—0
KGConv, a Conversational Corpus grounded in Wikidata—0
Ontologies in Digital Twins: A Systematic Literature Review—0
Knowledge-based Multiple Adaptive Spaces Fusion for Recommendation—0
DISC-MedLLM: Bridging General Large Language Models and Real-World Medical ConsultationCode2
Context-Aware Composition of Agent Policies by Markov Decision Process Entity Embeddings and Agent EnsemblesCode0
Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact—0
Exploring Large Language Models for Knowledge Graph CompletionCode1
i-Align: an interpretable knowledge graph alignment modelCode0
DARWIN Series: Domain Specific Large Language Models for Natural ScienceCode2
Representing Timed Automata and Timing Anomalies of Cyber-Physical Production Systems in Knowledge Graphs—0
Rethinking Language Models as Symbolic Knowledge Graphs—0
LKPNR: LLM and KG for Personalized News Recommendation FrameworkCode1
Relational Concept Bottleneck ModelsCode0
KGrEaT: A Framework to Evaluate Knowledge Graphs via Downstream Tasks—0
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?Code1
Semantic relatedness in DBpedia: A comparative and experimental assessment—0
MindMap: Knowledge Graph Prompting Sparks Graph of Thoughts in Large Language ModelsCode2
Development of a Knowledge Graph Embeddings Model for PainCode0
PDPK: A Framework to Synthesise Process Data and Corresponding Procedural Knowledge for ManufacturingCode0
MoCoSA: Momentum Contrast for Knowledge Graph Completion with Structure-Augmented Pre-trained Language Models—0
Self-Supervised Dynamic Hypergraph Recommendation based on Hyper-Relational Knowledge Graph—0
Can Knowledge Graphs Simplify Text?Code1
Building Trust in Conversational AI: A Comprehensive Review and Solution Architecture for Explainable, Privacy-Aware Systems using LLMs and Knowledge Graph—0
MACO: A Modality Adversarial and Contrastive Framework for Modality-missing Multi-modal Knowledge Graph CompletionCode0
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All datasetsMARS (Multimodal Analogical Reasoning dataSet)JerichoWorldWikiKG90M-LSCFB15k

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34—Unverified
2MKGformerMRR0.32—Unverified
3MarT_FLAVAMRR0.29—Unverified
4ViLBERTMRR0.29—Unverified
5IKRL (ANALOGY)MRR0.28—Unverified
6IKRLMRR0.27—Unverified
7ViLTMRR0.26—Unverified
8TransAEMRR0.22—Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15—Unverified
2Q*BERTSet accuracy32.78—Unverified
3GATA-WSet accuracy24.06—Unverified
4WorldformerSet accuracy23.22—Unverified
5Seq2SeqSet accuracy14.29—Unverified
6RulesSet accuracy4.7—Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48—Unverified
2ComplEx-ConcatTest MRR0.86—Unverified
3ComplEx-RoBERTaTest MRR0.72—Unverified
4TransE-RoBERTaTest MRR0.63—Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59—Unverified