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

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Showing 1801–1850 of 2974 papers

TitleStatusHype
TinyKG: Memory-Efficient Training Framework for Knowledge Graph Neural Recommender Systems—0
An Adaptive Logical Rule Embedding Model for Inductive Reasoning over Temporal Knowledge GraphsCode0
Analysis of Drug repurposing Knowledge graphs for Covid-19—0
ZeroKBC: A Comprehensive Benchmark for Zero-Shot Knowledge Base CompletionCode0
KPT: Keyword-guided Pre-training for Grounded Dialog Generation—0
Query-Driven Knowledge Base Completion using Multimodal Path Fusion over Multimodal Knowledge Graph—0
Utilizing Background Knowledge for Robust Reasoning over Traffic SituationsCode0
Knowledge Graph Quality Evaluation under Incomplete Information—0
A Probabilistic-Logic based Commonsense Representation Framework for Modelling Inferences with Multiple Antecedents and Varying Likelihoods—0
Weisfeiler and Leman Go RelationalCode0
Guiding Neural Entity Alignment with CompatibilityCode0
Dependency-aware Self-training for Entity AlignmentCode0
Mitigating Relational Bias on Knowledge Graphs—0
GraphWOZ: Dialogue Management with Conversational Knowledge GraphsCode0
RAILD: Towards Leveraging Relation Features for Inductive Link Prediction In Knowledge GraphsCode0
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure—0
A survey on knowledge-enhanced multimodal learning—0
Structural Quality Metrics to Evaluate Knowledge Graphs—0
Knowledge Graph Refinement based on Triplet BERT-NetworksCode0
A robust feature reinforcement framework for heterogeneous graphs neural networksCode0
Few-Shot Inductive Learning on Temporal Knowledge Graphs using Concept-Aware Information—0
Empowering Language Models with Knowledge Graph Reasoning for Question Answering—0
Heterogeneous Graph Sparsification for Efficient Representation Learning—0
GeoAI for Knowledge Graph Construction: Identifying Causality Between Cascading Events to Support Environmental Resilience Research—0
Biomedical Multi-hop Question Answering Using Knowledge Graph Embeddings and Language Models—0
An Ensemble-based approach for assigning text to correct Harmonized system code—0
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive LearningCode0
Query-Specific Knowledge Graphs for Complex Finance Topics—0
Hyperbolic Graph Representation Learning: A Tutorial—0
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces—0
MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance dataCode0
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training—0
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note—0
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation ExtractionCode0
Discover Important Paths in the Knowledge Graph Based on Dynamic Relation Confidence—0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
On Contrasting YAGO with GPT-J: An Experiment for Person-Related AttributesCode0
Understanding Adverse Biological Effect Predictions Using Knowledge GraphsCode0
Leveraging knowledge graphs to update scientific word embeddings using latent semantic imputation—0
Leveraging Wikidata's edit history in knowledge graph refinement tasksCode0
GammaE: Gamma Embeddings for Logical Queries on Knowledge GraphsCode0
Scaling Knowledge Graphs for Automating AI of Digital TwinsCode0
ProVe: A Pipeline for Automated Provenance Verification of Knowledge Graphs against Textual Sources—0
Bi-Link: Bridging Inductive Link Predictions from Text via Contrastive Learning of Transformers and Prompts—0
Modelling Multi-relations for Convolutional-based Knowledge Graph Embedding—0
Context-driven Visual Object Recognition based on Knowledge Graphs—0
Knowledge-Enhanced Relation Extraction Dataset—0
Contrastive Language-Image Pre-Training with Knowledge Graphs—0
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs—0
TransAlign: Fully Automatic and Effective Entity Alignment for Knowledge Graphs—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