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 2026–2050 of 2974 papers

TitleStatusHype
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