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 1301–1350 of 2974 papers

TitleStatusHype
ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge BaseCode0
Few-shot Link Prediction on N-ary Facts—0
Representation Learning for Person or Entity-centric Knowledge Graphs: An Application in HealthcareCode1
Knowledge Graph Guided Semantic Evaluation of Language Models For User Trust—0
Knowledge-enhanced Agents for Interactive Text Games—0
Enhancing Knowledge Graph Construction Using Large Language Models—0
Multi-source Education Knowledge Graph Construction and Fusion for College Curricula—0
Wasserstein-Fisher-Rao Embedding: Logical Query Embeddings with Local Comparison and Global TransportCode1
SRTK: A Toolkit for Semantic-relevant Subgraph RetrievalCode1
A Minimal Approach for Natural Language Action Space in Text-based GamesCode0
Conversational Semantic Parsing using Dynamic Context GraphsCode0
ExeKGLib: Knowledge Graphs-Empowered Machine Learning AnalyticsCode1
Toward the Automated Construction of Probabilistic Knowledge Graphs for the Maritime Domain—0
On the Security Risks of Knowledge Graph ReasoningCode0
PeaCoK: Persona Commonsense Knowledge for Consistent and Engaging NarrativesCode1
Causality-aware Concept Extraction based on Knowledge-guided PromptingCode1
Complex Logical Reasoning over Knowledge Graphs using Large Language ModelsCode1
Type-enhanced Ensemble Triple Representation via Triple-aware Attention for Cross-lingual Entity AlignmentCode0
OTIEA:Ontology-enhanced Triple Intrinsic-Correlation for Cross-lingual Entity AlignmentCode0
Ripple Knowledge Graph Convolutional Networks For Recommendation Systems—0
EnhancE：Enhanced Entity and Relation Embedding for Knowledge Hypergraph Link Prediction—0
Constructing a Knowledge Graph from Textual Descriptions of Software Vulnerabilities in the National Vulnerability Database—0
SGAligner : 3D Scene Alignment with Scene GraphsCode1
NeuralKG-ind: A Python Library for Inductive Knowledge Graph Representation LearningCode2
Improving Knowledge Graph Entity Alignment with Graph AugmentationCode1
LitCQD: Multi-Hop Reasoning in Incomplete Knowledge Graphs with Numeric LiteralsCode0
Visual Diagrammatic Queries in ViziQuer: Overview and Implementation—0
Retrieval-based Knowledge Augmented Vision Language Pre-training—0
Structure Diagram Recognition in Financial Announcements—0
Modeling Spoken Information Queries for Virtual Assistants: Open Problems, Challenges and Opportunities—0
Connector 0.5: A unified framework for graph representation learningCode0
Joint Semantic and Structural Representation Learning for Enhancing User Preference Modelling—0
LogicRec: Recommendation with Users' Logical RequirementsCode0
Enabling knowledge discovery in natural hazard engineering datasets on DesignSafeCode0
Semantics, Ontology and Explanation—0
BERT Based Clinical Knowledge Extraction for Biomedical Knowledge Graph Construction and Analysis—0
SARF: Aliasing Relation Assisted Self-Supervised Learning for Few-shot Relation Reasoning—0
On the Potential of Artificial Intelligence Chatbots for Data Exploration of Federated Bioinformatics Knowledge Graphs—0
An Ecosystem for Personal Knowledge Graphs: A Survey and Research Roadmap—0
PaTeCon: A Pattern-Based Temporal Constraint Mining Method for Conflict Detection on Knowledge GraphsCode0
Towards Unified AI Drug Discovery with Multiple Knowledge Modalities—0
Normalizing Flow-based Neural Process for Few-Shot Knowledge Graph CompletionCode1
Syntactic Complexity Identification, Measurement, and Reduction Through Controlled Syntactic SimplificationCode0
SEA: A Scalable Entity Alignment SystemCode0
Rethinking Complex Queries on Knowledge Graphs with Neural Link PredictorsCode0
AGI for Agriculture—0
Using Multiple RDF Knowledge Graphs for Enriching ChatGPT Responses—0
HiPrompt: Few-Shot Biomedical Knowledge Fusion via Hierarchy-Oriented Prompting—0
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Augmented by ChatGPTCode2
EVKG: An Interlinked and Interoperable Electric Vehicle Knowledge Graph for Smart Transportation SystemCode0
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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