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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 1876–1900 of 2974 papers

TitleStatusHype
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs—0
Semantic-Guided RL for Interpretable Feature Engineering—0
Semantic Interoperability on Blockchain by Generating Smart Contracts Based on Knowledge Graphs—0
Semantic relatedness in DBpedia: A comparative and experimental assessment—0
Semantic Representation and Inference for NLP—0
Semantic Parsing for Question Answering over Knowledge Graphs—0
Semantics of the Black-Box: Can knowledge graphs help make deep learning systems more interpretable and explainable?—0
Semantics, Ontology and Explanation—0
Semantic TrueLearn: Using Semantic Knowledge Graphs in Recommendation Systems—0
Semantic Web and Creative AI -- A Technical Report from ISWS 2023—0
SemEval-2021 Task 8: MeasEval -- Extracting Counts and Measurements and their Related Contexts—0
Semi-Structured Chain-of-Thought: Integrating Multiple Sources of Knowledge for Improved Language Model Reasoning—0
Sentiment and Knowledge Based Algorithmic Trading with Deep Reinforcement Learning—0
Separate-and-Aggregate: A Transformer-based Patch Refinement Model for Knowledge Graph Completion—0
SERAG: Semantic Entity Retrieval from Arabic Knowledge Graphs—0
SF-GNN: Self Filter for Message Lossless Propagation in Deep Graph Neural Network—0
SGAligner: 3D Scene Alignment with Scene Graphs—0
SignalKG: Towards Reasoning about the Underlying Causes of Sensor Observations—0
SimBow at SemEval-2017 Task 3: Soft-Cosine Semantic Similarity between Questions for Community Question Answering—0
Simple and Powerful Architecture for Inductive Recommendation Using Knowledge Graph Convolutions—0
Siren Federate: Bridging document, relational, and graph models for exploratory graph analysis—0
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval—0
SKG: A Versatile Information Retrieval and Analysis Framework for Academic Papers with Semantic Knowledge Graphs—0
SKILL: Structured Knowledge Infusion for 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