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 1151–1200 of 2974 papers

TitleStatusHype
Deep Outdated Fact Detection in Knowledge Graphs—0
An Empirical Investigation of Commonsense Self-Supervision with Knowledge Graphs—0
Improving Scientific Hypothesis Generation with Knowledge Grounded Large Language Models—0
Automatic News Generation and Fact-Checking System Based on Language Processing—0
Automatic Question-Answer Generation for Long-Tail Knowledge—0
Improving Neural Text Summarization using Knowledge Graphs—0
Deep Learning on Knowledge Graph for Recommender System: A Survey—0
Improving Quality Assessment of Online Reviews UsingFormal Argumentation Theory and Knowledge Graphs—0
Evaluating the Calibration of Knowledge Graph Embeddings for Trustworthy Link Prediction—0
Deep Cognitive Reasoning Network for Multi-hop Question Answering over Knowledge Graphs—0
Automatic Knowledge Graph Construction for Judicial Cases—0
An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmap—0
Deconstructing Depression Stigma: Integrating AI-driven Data Collection and Analysis with Causal Knowledge Graphs—0
Addressing Hallucinations in Language Models with Knowledge Graph Embeddings as an Additional Modality—0
Decoding on Graphs: Faithful and Sound Reasoning on Knowledge Graphs through Generation of Well-Formed Chains—0
Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs—0
Decision Knowledge Graphs: Construction of and Usage in Question Answering for Clinical Practice Guidelines—0
Improving Molecule Generation and Drug Discovery with a Knowledge-enhanced Generative Model—0
Improving Natural Language Inference Using External Knowledge in the Science Questions Domain—0
Improving Time Sensitivity for Question Answering over Temporal Knowledge Graphs—0
In-depth analysis of music structure as a text network—0
Introduction to Neural Network based Approaches for Question Answering over Knowledge Graphs—0
Distributed Representations of Entities in Open-World Knowledge Graphs—0
Automated Radiology Report Generation: A Review of Recent Advances—0
Debate Dynamics for Human-comprehensible Fact-checking on Knowledge Graphs—0
An Automatic Ontology Generation Framework with An Organizational Perspective—0
AdCOFE: Advanced Contextual Feature Extraction in Conversations for emotion classification—0
DBkWik++ -- Multi Source Matching of Knowledge Graphs—0
Automated Knowledge Graph Learning in Industrial Processes—0
DBee: A Database for Creating and Managing Knowledge Graphs and Embeddings—0
Data Science with Vadalog: Bridging Machine Learning and Reasoning—0
Automated Extraction and Creation of FBS Design Reasoning Knowledge Graphs from Structured Data in Product Catalogues Lacking Contextual Information—0
An Answer Verbalization Dataset for Conversational Question Answerings over Knowledge Graphs—0
Data Exploration and Validation on dense knowledge graphs for biomedical research—0
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective—0
Automated Construction of Theme-specific Knowledge Graphs—0
Automated assessment of knowledge hierarchy evolution: comparing directed acyclic graphs—0
Abstract Graphs and Abstract Paths for Knowledge Graph Completion—0
Improving Harmful Text Detection with Joint Retrieval and External Knowledge—0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities—0
Dangling-Aware Entity Alignment with Mixed High-Order Proximities—0
AutoKnow: Self-Driving Knowledge Collection for Products of Thousands of Types—0
DAGE: DAG Query Answering via Relational Combinator with Logical Constraints—0
An Analysis of COVID-19 Knowledge Graph Construction and Applications—0
SnapE -- Training Snapshot Ensembles of Link Prediction Models—0
Improving Image Captioning by Leveraging Knowledge Graphs—0
Cyber-Security Knowledge Graph Generation by Hierarchical Nonnegative Matrix Factorization—0
Cyber-All-Intel: An AI for Security related Threat Intelligence—0
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models—0
Auto-Encoding User Ratings via Knowledge Graphs in Recommendation Scenarios—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