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 1051–1100 of 2974 papers

TitleStatusHype
Accurate prediction of international trade flows: Leveraging knowledge graphs and their embeddings—0
Query2Triple: Unified Query Encoding for Answering Diverse Complex Queries over Knowledge GraphsCode0
MechGPT, a language-based strategy for mechanics and materials modeling that connects knowledge across scales, disciplines and modalities—0
Node-based Knowledge Graph Contrastive Learning for Medical Relationship PredictionCode0
ChatKBQA: A Generate-then-Retrieve Framework for Knowledge Base Question Answering with Fine-tuned Large Language ModelsCode2
Qilin-Med: Multi-stage Knowledge Injection Advanced Medical Large Language ModelCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
From Large Language Models to Knowledge Graphs for Biomarker Discovery in Cancer—0
Open-Set Knowledge-Based Visual Question Answering with Inference PathsCode0
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs—0
Semantic Association Rule Learning from Time Series Data and Knowledge Graphs—0
What can knowledge graph alignment gain with Neuro-Symbolic learning approaches?—0
Relational Prior Knowledge Graphs for Detection and Instance SegmentationCode1
Answer Candidate Type Selection: Text-to-Text Language Model for Closed Book Question Answering Meets Knowledge Graphs—0
DKEC: Domain Knowledge Enhanced Multi-Label Classification for Diagnosis PredictionCode1
Multi-Modal Knowledge Graph Transformer Framework for Multi-Modal Entity AlignmentCode0
Universal Multi-modal Entity Alignment via Iteratively Fusing Modality Similarity PathsCode0
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
From Data to Dialogue: Leveraging the Structure of Knowledge Graphs for Conversational Exploratory SearchCode0
GradXKG: A Universal Explain-per-use Temporal Knowledge Graph Explainer—0
Towards Faithful Knowledge Graph Explanation Through Deep Alignment in Commonsense Question Answering—0
On the Evolution of Knowledge Graphs: A Survey and Perspective—0
Towards Foundation Models for Knowledge Graph ReasoningCode2
A Neuro-Symbolic Framework for Answering Graph Pattern Queries in Knowledge Graphs—0
InstructProtein: Aligning Human and Protein Language via Knowledge Instruction—0
BioBridge: Bridging Biomedical Foundation Models via Knowledge GraphsCode1
Know2BIO: A Comprehensive Dual-View Benchmark for Evolving Biomedical Knowledge GraphsCode1
Contextualized Structural Self-supervised Learning for Ontology MatchingCode0
Large Language Models Meet Knowledge Graphs to Answer Factoid Questions—0
Reasoning on Graphs: Faithful and Interpretable Large Language Model ReasoningCode1
KGEx: Explaining Knowledge Graph Embeddings via Subgraph Sampling and Knowledge Distillation—0
TDCGL: Two-Level Debiased Contrastive Graph Learning for Recommendation—0
RelBERT: Embedding Relations with Language Models—0
DURENDAL: Graph deep learning framework for temporal heterogeneous networks—0
One for All: Towards Training One Graph Model for All Classification TasksCode2
Meta-Path Learning for Multi-relational Graph Neural NetworksCode0
Knowledge Graphs for the Life Sciences: Recent Developments, Challenges and Opportunities—0
Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?Code1
Leveraging Pre-trained Language Models for Time Interval Prediction in Text-Enhanced Temporal Knowledge GraphsCode0
Spider4SPARQL: A Complex Benchmark for Evaluating Knowledge Graph Question Answering SystemsCode1
Navigating Healthcare Insights: A Birds Eye View of Explainability with Knowledge Graphs—0
Graph Neural Prompting with Large Language ModelsCode1
KERMIT: Knowledge Graph Completion of Enhanced Relation Modeling with Inverse TransformationCode1
Prior Bilinear Based Models for Knowledge Graph CompletionCode0
VisionKG: Unleashing the Power of Visual Datasets via Knowledge Graph—0
KG-MDL: Mining Graph Patterns in Knowledge Graphs with the MDL Principle—0
Defeasible Reasoning with Knowledge Graphs—0
Automating construction contract review using knowledge graph-enhanced large language models—0
SLHCat: Mapping Wikipedia Categories and Lists to DBpedia by Leveraging Semantic, Lexical, and Hierarchical Features—0
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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