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 1651–1675 of 2974 papers

TitleStatusHype
Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation—0
Epistemic Graph: A Plug-And-Play Module For Hybrid Representation Learning—0
MemeGraphs: Linking Memes to Knowledge GraphsCode0
Choose your Data Wisely: A Framework for Semantic CounterfactualsCode0
A Categorical Representation Language and Computational System for Knowledge-Based Planning—0
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question AnsweringCode0
Collective Knowledge Graph Completion with Mutual Knowledge Distillation—0
A RelEntLess Benchmark for Modelling Graded Relations between Named Entities—0
Message Intercommunication for Inductive Relation Reasoning—0
Conversational Recommendation as Retrieval: A Simple, Strong Baseline—0
Knowledge Graphs Querying—0
Query Structure Modeling for Inductive Logical Reasoning Over Knowledge GraphsCode0
GraphCare: Enhancing Healthcare Predictions with Personalized Knowledge Graphs—0
NeSy4VRD: A Multifaceted Resource for Neurosymbolic AI Research using Knowledge Graphs in Visual Relationship Detection—0
PRODIGY: Enabling In-context Learning Over Graphs—0
Direct Fact Retrieval from Knowledge Graphs without Entity Linking—0
From Alignment to Entailment: A Unified Textual Entailment Framework for Entity AlignmentCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
Analysing Biomedical Knowledge Graphs using Prime Adjacency MatricesCode0
Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs—0
Constructing and Interpreting Causal Knowledge Graphs from News—0
Growing and Serving Large Open-domain Knowledge Graphs—0
NeuSTIP: A Novel Neuro-Symbolic Model for Link and Time Prediction in Temporal Knowledge Graphs—0
Exploring In-Context Learning Capabilities of Foundation Models for Generating Knowledge Graphs from Text—0
The Structure and Dynamics of Knowledge Graphs, with SuperficialityCode0
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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