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 2001–2050 of 2974 papers

TitleStatusHype
Towards a Linking between WordNet and Wikidata—0
Towards a Reference Software Architecture for Human-AI Teaming in Smart Manufacturing—0
BERTologyNavigator: Advanced Question Answering with BERT-based Semantics—0
Musical Heritage Historical Entity Linking—0
Towards a Reliable Offline Personal AI Assistant for Long Duration Spaceflight—0
Mutually-paced Knowledge Distillation for Cross-lingual Temporal Knowledge Graph Reasoning—0
Mutual Understanding between People and Systems via Neurosymbolic AI and Knowledge Graphs—0
BERT-MK: Integrating Graph Contextualized Knowledge into Pre-trained Language Models—0
Towards a Theoretical Understanding of Word and Relation Representation—0
BERT-based knowledge extraction method of unstructured domain text—0
NABU - Multilingual Graph-based Neural RDF Verbalizer—0
Named Entity Recognition in Industrial Tables using Tabular Language Models—0
Named Entity Resolution in Personal Knowledge Graphs—0
Named Graphs for Semantic Representation—0
Narrating Causal Graphs with Large Language Models—0
Narrative Analysis of True Crime Podcasts With Knowledge Graph-Augmented Large Language Models—0
Towards Automated Patent Workflows: AI-Orchestrated Multi-Agent Framework for Intellectual Property Management and Analysis—0
NASA Science Mission Directorate Knowledge Graph Discovery—0
Natural Language Generation at Scale: A Case Study for Open Domain Question Answering—0
Natural Language Processing for Drug Discovery Knowledge Graphs: promises and pitfalls—0
Navigating Healthcare Insights: A Birds Eye View of Explainability with Knowledge Graphs—0
Negative Sampling in Knowledge Graph Representation Learning: A Review—0
BERT Based Clinical Knowledge Extraction for Biomedical Knowledge Graph Construction and Analysis—0
Visual Traffic Knowledge Graph Generation from Scene Images—0
Benchmarking Large Language Models in Complex Question Answering Attribution using Knowledge Graphs—0
Benchmark datasets for biomedical knowledge graphs with negative statements—0
Applications of knowledge graphs for food science and industry—0
NeSy4VRD: A Multifaceted Resource for Neurosymbolic AI Research using Knowledge Graphs in Visual Relationship Detection—0
Network Representation Learning: From Preprocessing, Feature Extraction to Node Embedding—0
Towards Combinational Relation Linking over Knowledge Graphs—0
Towards Cross-Cultural Machine Translation with Retrieval-Augmented Generation from Multilingual Knowledge Graphs—0
Towards Discourse Parsing-inspired Semantic Storytelling—0
Multi-source Learning via Completion of Block-wise Overlapping Noisy Matrices—0
Behavioral Testing of Knowledge Graph Embedding Models for Link Prediction—0
Bayesian Knowledge-driven Critiquing with Indirect Evidence—0
Bayesian inference for data-efficient, explainable, and safe robotic motion planning: A review—0
AWAPart: Adaptive Workload-Aware Partitioning of Knowledge Graphs—0
Neural Natural Language Processing for Unstructured Data in Electronic Health Records: a Review—0
Neural Probabilistic Logic Learning for Knowledge Graph Reasoning—0
Neural Relation Prediction for Simple Question Answering over Knowledge Graph—0
Towards Efficient Large-Scale Graph Neural Network Computing—0
Neural-Symbolic Commonsense Reasoner with Relation Predictors—0
Neural-Symbolic Entangled Framework for Complex Query Answering—0
Neural-Symbolic Message Passing with Dynamic Pruning—0
AutoWeird: Weird Translational Scoring Function Identified by Random Search—0
Neural, Symbolic and Neural-Symbolic Reasoning on Knowledge Graphs—0
Neural-Symbolic Reasoning over Knowledge Graph for Multi-stage Explainable Recommendation—0
Neural-Symbolic Reasoning over Knowledge Graphs: A Survey from a Query Perspective—0
Neural-Symbolic Relational Reasoning on Graph Models: Effective Link Inference and Computation from Knowledge Bases—0
Neural Theorem Provers Delineating Search Area Using RNN—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