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 576–600 of 2974 papers

TitleStatusHype
CPa-WAC: Constellation Partitioning-based Scalable Weighted Aggregation Composition for Knowledge Graph EmbeddingCode0
Online Detection of Anomalies in Temporal Knowledge Graphs with InterpretabilityCode0
Aligning Multiple Knowledge Graphs in a Single Pass—0
GOProteinGNN: Leveraging Protein Knowledge Graphs for Protein Representation LearningCode1
Multi-Level Querying using A Knowledge Pyramid—0
eSPARQL: Representing and Reconciling Agnostic and Atheistic Beliefs in RDF-star Knowledge Graphs—0
Tree-of-Traversals: A Zero-Shot Reasoning Algorithm for Augmenting Black-box Language Models with Knowledge GraphsCode1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine LearningCode1
CLR-Fact: Evaluating the Complex Logical Reasoning Capability of Large Language Models over Factual Knowledge—0
LoginMEA: Local-to-Global Interaction Network for Multi-modal Entity AlignmentCode0
What if Red Can Talk? Dynamic Dialogue Generation Using Large Language Models—0
TopicTag: Automatic Annotation of NMF Topic Models Using Chain of Thought and Prompt Tuning with LLMs—0
Prometheus Chatbot: Knowledge Graph Collaborative Large Language Model for Computer Components RecommendationCode0
IBMEA: Exploring Variational Information Bottleneck for Multi-modal Entity AlignmentCode1
Semantic Communication Enhanced by Knowledge Graph Representation Learning—0
An Analysis of Novel Money Laundering Data Using Heterogeneous Graph Isomorphism Networks. FinCEN Files Case StudyCode0
Synergizing Knowledge Graphs with Large Language Models: A Comprehensive Review and Future Prospects—0
Using GPT-4 to guide causal machine learning—0
Look Globally and Reason: Two-stage Path Reasoning over Sparse Knowledge Graphs—0
AutoRDF2GML: Facilitating RDF Integration in Graph Machine LearningCode1
Knowledge Graph Structure as Prompt: Improving Small Language Models Capabilities for Knowledge-based Causal DiscoveryCode0
Beyond Entity Alignment: Towards Complete Knowledge Graph Alignment via Entity-Relation Synergy—0
Numerical Literals in Link Prediction: A Critical Examination of Models and DatasetsCode0
Context-aware knowledge graph framework for traffic speed forecasting using graph neural networkCode0
AI-Enhanced 7-Point Checklist for Melanoma Detection Using Clinical Knowledge Graphs and Data-Driven QuantificationCode0
Show:102550
← PrevPage 24 of 119Next →
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