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 1776–1800 of 2974 papers

TitleStatusHype
Large Language Models for Biomedical Knowledge Graph Construction: Information extraction from EMR notes—0
Towards Knowledge-Centric Process Mining—0
Dual Box Embeddings for the Description Logic EL++Code0
Using Knowledge Graphs for Performance Prediction of Modular Optimization Algorithms—0
Task2KB: A Public Task-Oriented Knowledge Base—0
IndeGx: A Model and a Framework for Indexing RDF Knowledge Graphs with SPARQL-based Test SuitsCode0
Introducing Expertise Logic into Graph Representation Learning from A Causal Perspective—0
Who Should I Engage with At What Time? A Missing Event Aware Temporal Graph Neural NetworkCode0
Towards Improving the Explainability of Text-based Information Retrieval with Knowledge GraphsCode0
Modeling the evolution of temporal knowledge graphs with uncertainty—0
Language Models sounds the Death Knell of Knowledge Graphs—0
There is No Big Brother or Small Brother: Knowledge Infusion in Language Models for Link Prediction and Question AnsweringCode0
Knowledge Reasoning via Jointly Modeling Knowledge Graphs and Soft Rules—0
Multi-Aspect Explainable Inductive Relation Prediction by Sentence TransformerCode0
A Survey On Few-shot Knowledge Graph Completion with Structural and Commonsense Knowledge—0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
Visual Traffic Knowledge Graph Generation from Scene Images—0
SGAligner: 3D Scene Alignment with Scene Graphs—0
Democratising Knowledge Representation with BioCypher—0
Detection, Explanation and Filtering of Cyber Attacks Combining Symbolic and Sub-Symbolic Methods—0
Towards Linguistically Informed Multi-Objective Pre-Training for Natural Language Inference—0
Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor DecompositionCode0
Expanding Knowledge Graphs with Humans in the Loop—0
A Unified Knowledge Graph Augmentation Service for Boosting Domain-specific NLP Tasks—0
CKG: Dynamic Representation Based on Context and Knowledge Graph—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