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 1451–1500 of 2974 papers

TitleStatusHype
Visual Traffic Knowledge Graph Generation from Scene Images—0
MEAformer: Multi-modal Entity Alignment Transformer for Meta Modality HybridCode1
Democratising Knowledge Representation with BioCypher—0
Detection, Explanation and Filtering of Cyber Attacks Combining Symbolic and Sub-Symbolic Methods—0
Variational Reasoning over Incomplete Knowledge Graphs for Conversational RecommendationCode1
Answering Complex Logical Queries on Knowledge Graphs via Query Computation Tree OptimizationCode1
Towards Linguistically Informed Multi-Objective Pre-Training for Natural Language Inference—0
A Survey of Knowledge Graph Reasoning on Graph Types: Static, Dynamic, and MultimodalCode3
Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor DecompositionCode0
Expanding Knowledge Graphs with Humans in the Loop—0
A Unified Knowledge Graph Augmentation Service for Boosting Domain-specific NLP Tasks—0
CKG: Dynamic Representation Based on Context and Knowledge Graph—0
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
Utilizing Background Knowledge for Robust Reasoning over Traffic SituationsCode0
KPT: Keyword-guided Pre-training for Grounded Dialog Generation—0
Query-Driven Knowledge Base Completion using Multimodal Path Fusion over Multimodal Knowledge Graph—0
Knowledge Graph Quality Evaluation under Incomplete Information—0
Weisfeiler and Leman Go RelationalCode0
A Probabilistic-Logic based Commonsense Representation Framework for Modelling Inferences with Multiple Antecedents and Varying Likelihoods—0
Dependency-aware Self-training for Entity AlignmentCode0
Guiding Neural Entity Alignment with CompatibilityCode0
Lifelong Embedding Learning and Transfer for Growing Knowledge GraphsCode1
Mitigating Relational Bias on Knowledge Graphs—0
NQE: N-ary Query Embedding for Complex Query Answering over Hyper-Relational Knowledge GraphsCode1
GraphWOZ: Dialogue Management with Conversational Knowledge GraphsCode0
RAILD: Towards Leveraging Relation Features for Inductive Link Prediction In Knowledge GraphsCode0
A survey on knowledge-enhanced multimodal learning—0
Knowledge Graph Contrastive Learning Based on Relation-Symmetrical Structure—0
Knowledge Graph Refinement based on Triplet BERT-NetworksCode0
Structural Quality Metrics to Evaluate Knowledge Graphs—0
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
Mining Mathematical Documents for Question Answering via Unsupervised Formula LabelingCode1
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
Alleviating Sparsity of Open Knowledge Graphs with Ternary Contrastive LearningCode0
Hyperbolic Graph Representation Learning: A Tutorial—0
An Ensemble-based approach for assigning text to correct Harmonized system code—0
Query-Specific Knowledge Graphs for Complex Finance Topics—0
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces—0
MWO2KG and Echidna: Constructing and exploring knowledge graphs from maintenance dataCode0
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge GraphsCode1
Coarse-to-fine Knowledge Graph Domain Adaptation based on Distantly-supervised Iterative Training—0
KGLM: Integrating Knowledge Graph Structure in Language Models for Link PredictionCode1
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note—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