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 1501–1550 of 2974 papers

TitleStatusHype
Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity PathsCode0
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory SearchCode0
A Knowledge Graph-Based Search Engine for Robustly Finding Doctors and Locations in the Healthcare Domain—0
Dynamic Multi-Domain Knowledge Networks for Chest X-ray Report Generation—0
On the Evolution of Knowledge Graphs: A Survey and Perspective—0
GradXKG: A Universal Explain-per-use Temporal Knowledge Graph Explainer—0
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering—0
A Neuro-Symbolic Framework for Answering Graph Pattern Queries in Knowledge Graphs—0
Contextualized Structural Self-supervised Learning for Ontology MatchingCode0
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction—0
Large Language Models Meet Knowledge Graphs to Answer Factoid Questions—0
KGEx: Explaining Knowledge Graph Embeddings via Subgraph Sampling and Knowledge Distillation—0
TDCGL: Two-Level Debiased Contrastive Graph Learning for Recommendation—0
DURENDAL: Graph deep learning framework for temporal heterogeneous networks—0
RelBERT: Embedding Relations with Language Models—0
Meta-Path Learning for Multi-relational Graph Neural NetworksCode0
Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities—0
Leveraging Pre-trained Language Models for Time Interval Prediction in Text-Enhanced Temporal Knowledge GraphsCode0
Navigating Healthcare Insights: A Birds Eye View of Explainability with Knowledge Graphs—0
Prior Bilinear Based Models for Knowledge Graph CompletionCode0
VisionKG: Unleashing the Power of Visual Datasets via Knowledge Graph—0
Defeasible Reasoning with Knowledge Graphs—0
KG-MDL: Mining Graph Patterns in Knowledge Graphs with the MDL Principle—0
SLHCat: Mapping Wikipedia Categories and Lists to DBpedia by Leveraging Semantic, Lexical, and Hierarchical Features—0
Automating construction contract review using knowledge graph-enhanced large language models—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
Learning Complete Topology-Aware Correlations Between Relations for Inductive Link Prediction—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
"Merge Conflicts!" Exploring the Impacts of External Distractors to Parametric Knowledge GraphsCode0
Reproducible Domain-Specific Knowledge Graphs in the Life Sciences: a Systematic Literature Review—0
Directed Scattering for Knowledge Graph-based Cellular Signaling Analysis—0
Information Flow in Graph Neural Networks: A Clinical Triage Use Case—0
UniKG: A Benchmark and Universal Embedding for Large-Scale Knowledge GraphsCode0
Applying BioBERT to Extract Germline Gene-Disease Associations for Building a Knowledge Graph from the Biomedical LiteratureCode0
Knowledge-based Refinement of Scientific Publication Knowledge Graphs—0
Extending Transductive Knowledge Graph Embedding Models for Inductive Logical Relational InferenceCode0
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
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
Context-Aware Composition of Agent Policies by Markov Decision Process Entity Embeddings and Agent EnsemblesCode0
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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