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 2351–2375 of 2974 papers

TitleStatusHype
Knowledge Generation -- Variational Bayes on Knowledge GraphsCode0
SoftNER: Mining Knowledge Graphs From Cloud Incidents—0
EAGER: Embedding-Assisted Entity Resolution for Knowledge GraphsCode0
Knowledge-Enhanced Top-K Recommendation in Poincaré Ball—0
Reinforcement Learning based Collective Entity Alignment with Adaptive FeaturesCode0
Dynamic Knowledge Graphs as Semantic Memory Model for Industrial Robots—0
Topology-aware Tensor Decomposition for Meta-graph Learning—0
Box-To-Box Transformation for Modeling Joint Hierarchies—0
Explainable Subgraph Reasoning for Forecasting on Temporal Knowledge Graphs—0
Towards a Linking between WordNet and Wikidata—0
Tracking the progress of Language Models by extracting their underlying Knowledge Graphs—0
TRACE: Tensorizing and Generalizing Supernets from Neural Architecture Search—0
Learning Contextualized Knowledge Graph Structures for Commonsense Reasoning—0
Differentiable Learning of Graph-like Logical Rules from Knowledge Graphs—0
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse RelationsCode0
Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction—0
Knowledge Graphs Evolution and Preservation -- A Technical Report from ISWS 2019—0
Lexically-constrained Text Generation through Commonsense Knowledge Extraction and Injection—0
T-GAP: Learning to Walk across Time for Temporal Knowledge Graph Completion—0
Biomedical Knowledge Graph Refinement and Completion using Graph Representation Learning and Top-K Similarity Measure—0
Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity PredictionCode0
Knowledge Graphs in Manufacturing and Production: A Systematic Literature Review—0
Investigating ADR mechanisms with knowledge graph mining and explainable AI—0
Semantic Annotation for Tabular Data—0
Knowledge Graphs and Natural-Language Processing—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