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

Showing 20512100 of 2974 papers

TitleStatusHype
Neural Variational Inference For Embedding Knowledge Graphs0
Adaptive Margin Ranking Loss for Knowledge Graph Embeddings via a Correntropy Objective Function0
Neurosymbolic AI for Reasoning on Biomedical Knowledge Graphs0
Neurosymbolic AI for Reasoning over Knowledge Graphs: A Survey0
AutoRD: An Automatic and End-to-End System for Rare Disease Knowledge Graph Construction Based on Ontologies-enhanced Large Language Models0
Neuro-Symbolic Entity Alignment via Variational Inference0
Neurosymbolic Methods for Dynamic Knowledge Graphs0
Neuro-Symbolic Ontology-Mediated Query Answering0
Neuro-Symbolic Query Optimization in Knowledge Graphs0
Towards Evaluating Large Language Models for Graph Query Generation0
NeuSTIP: A Novel Neuro-Symbolic Model for Link and Time Prediction in Temporal Knowledge Graphs0
Automating psychological hypothesis generation with AI: when large language models meet causal graph0
NewsReader at SemEval-2018 Task 5: Counting events by reasoning over event-centric-knowledge-graphs0
VITA: Versatile Time Representation Learning for Temporal Hyper-Relational Knowledge Graphs0
NLP in Human Rights Research: Extracting Knowledge Graphs about Police and Army Units and Their Commanders0
Agentic Medical Knowledge Graphs Enhance Medical Question Answering: Bridging the Gap Between LLMs and Evolving Medical Knowledge0
Adapting Neural Link Predictors for Data-Efficient Complex Query Answering0
Towards Graph Foundation Models: Training on Knowledge Graphs Enables Transferability to General Graphs0
Node Classification Meets Link Prediction on Knowledge Graphs0
Node Embeddings for Graph Merging: Case of Knowledge Graph Construction0
ZOGRASCOPE: A New Benchmark for Property Graphs0
Automating Mathematical Proof Generation Using Large Language Model Agents and Knowledge Graphs0
NoiGAN: NOISE AWARE KNOWLEDGE GRAPH EMBEDDING WITH GAN0
Noisy Positive-Unlabeled Learning with Self-Training for Speculative Knowledge Graph Reasoning0
Towards Knowledge-Centric Process Mining0
Automatic Question-Answer Generation for Long-Tail Knowledge0
Not all Embeddings are created Equal: Extracting Entity-specific Substructures for RDF Graph Embedding0
Towards Knowledge Graphs Validation through Weighted Knowledge Sources0
Not just about size - A Study on the Role of Distributed Word Representations in the Analysis of Scientific Publications0
Automatic News Generation and Fact-Checking System Based on Language Processing0
NSEEN: Neural Semantic Embedding for Entity Normalization0
Adapter-based Approaches to Knowledge-enhanced Language Models -- A Survey0
Automatic Knowledge Graph Construction for Judicial Cases0
Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs0
Observed versus latent features for knowledge base and text inference0
OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models0
Automated Radiology Report Generation: A Review of Recent Advances0
OEKG: The Open Event Knowledge Graph0
Automated Knowledge Graph Learning in Industrial Processes0
Towards Learning Cross-Modal Perception-Trace Models0
On2Vec: Embedding-based Relation Prediction for Ontology Population0
On a Generalized Framework for Time-Aware Knowledge Graphs0
On Bob Dylan: A Computational Perspective0
Towards Linguistically Informed Multi-Objective Pre-Training for Natural Language Inference0
Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning0
Automated Extraction and Creation of FBS Design Reasoning Knowledge Graphs from Structured Data in Product Catalogues Lacking Contextual Information0
Automated Construction of Theme-specific Knowledge Graphs0
Voice-Based Conversational Agents and Knowledge Graphs for Improving News Search in Assisted Living0
Towards Next-Generation Urban Decision Support Systems through AI-Powered Construction of Scientific Ontology using Large Language Models -- A Case in Optimizing Intermodal Freight Transportation0
One-shot Learning for Temporal Knowledge Graphs0
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Benchmark Results

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