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 1976–2000 of 2974 papers

TitleStatusHype
Image Captioning for Effective Use of Language Models in Knowledge-Based Visual Question AnsweringCode0
Matching with Transformers in MELT—0
First Workshop on Argumentation Knowledge Graphs—0
End-to-end argumentation knowledge graph construction—0
Improving Quality Assessment of Online Reviews UsingFormal Argumentation Theory and Knowledge Graphs—0
End-to-End Entity Resolution and Question Answering Using Differentiable Knowledge Graphs—0
SPARQLing Database Queries from Intermediate Question DecompositionsCode1
Expanding End-to-End Question Answering on Differentiable Knowledge Graphs with IntersectionCode0
r-GAT: Relational Graph Attention Network for Multi-Relational Graphs—0
Discovering Technology Gaps using the IntSight Knowledge Navigator—0
Mixture-of-Partitions: Infusing Large Biomedical Knowledge Graphs into BERTCode1
ProcK: Machine Learning for Knowledge-Intensive Processes—0
SeDyT: A General Framework for Multi-Step Event Forecasting via Sequence Modeling on Dynamic Entity EmbeddingsCode0
From Philosophy to Interfaces: an Explanatory Method and a Tool Inspired by Achinstein's Theory of ExplanationCode0
On Event-Driven Knowledge Graph Completion in Digital Factories—0
Knowledge Graph Question Answering via SPARQL Silhouette Generation—0
Enhancing Natural Language Representation with Large-Scale Out-of-Domain CommonsenseCode0
Attentive Knowledge-aware Graph Convolutional Networks with Collaborative Guidance for Personalized Recommendation—0
Detecting Communities from Heterogeneous Graphs: A Context Path-based Graph Neural Network ModelCode1
Story Generation with Commonsense Knowledge Graphs and Axioms—0
CoSe-Co: Sentence Conditioned Generative CommonSense Contextualizer for Language Models—0
LG4AV: Combining Language Models and Graph Neural Networks for Author VerificationCode0
Structured Context and High-Coverage Grammar for Conversational Question Answering over Knowledge Graphs—0
Automated Mining of Leaderboards for Empirical AI ResearchCode1
Interactive Machine Comprehension with Dynamic Knowledge GraphsCode1
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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