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 876–900 of 2974 papers

TitleStatusHype
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models—0
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs—0
Dual Graph Embedding for Object-Tag LinkPrediction on the Knowledge Graph—0
BIOS: An Algorithmically Generated Biomedical Knowledge Graph—0
First Workshop on Argumentation Knowledge Graphs—0
Are Large Language Models the New Interface for Data Pipelines?—0
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs—0
Enriching Wikidata with Linked Open Data—0
Dual Embodied-Symbolic Concept Representations for Deep Learning—0
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling—0
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation—0
Dual Attention Network for Cross-lingual Entity Alignment—0
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion—0
Biomedical Multi-hop Question Answering Using Knowledge Graph Embeddings and Language Models—0
DsMtGCN: A Direction-sensitive Multi-task framework for Knowledge Graph Completion—0
Biomedical Knowledge Graph Refinement with Embedding and Logic Rules—0
A First Experiment on Including Text Literals in KGloVe—0
ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning—0
Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer—0
Fish-bone diagram of research issue: Gain a bird's-eye view on a specific research topic—0
Biomedical Knowledge Graph Refinement and Completion using Graph Representation Learning and Top-K Similarity Measure—0
Chinese Hypernym-Hyponym Extraction from User Generated Categories—0
Entity Extraction from Wikipedia List Pages—0
Entity Prediction in Knowledge Graphs with Joint Embeddings—0
Drug repurposing prediction for COVID-19 using probabilistic networks and crowdsourced curation—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