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 1251–1300 of 2974 papers

TitleStatusHype
Accelerating Medical Knowledge Discovery through Automated Knowledge Graph Generation and Enrichment—0
A Continual Relation Extraction Approach for Knowledge Graph Completeness—0
Leveraging Intra-modal and Inter-modal Interaction for Multi-Modal Entity Alignment—0
Reinforcement Learning Approach for Integrating Compressed Contexts into Knowledge Graphs—0
NALA: an Effective and Interpretable Entity Alignment MethodCode0
TC-OCR: TableCraft OCR for Efficient Detection & Recognition of Table Structure & Content—0
KG-CTG: Citation Generation through Knowledge Graph-guided Large Language Models—0
Automatic Knowledge Graph Construction for Judicial Cases—0
Progressive Knowledge Graph CompletionCode0
German Tourism Knowledge Graph—0
Mitigating Heterogeneity among Factor Tensors via Lie Group Manifolds for Tensor Decomposition Based Temporal Knowledge Graph EmbeddingCode0
Cross-Data Knowledge Graph Construction for LLM-enabled Educational Question-Answering System: A Case Study at HCMUT—0
Augmenting Knowledge Graph Hierarchies Using Neural Transformers—0
Knowledge graphs for empirical concept retrievalCode0
Zero-Shot Relational Learning for Multimodal Knowledge GraphsCode0
Building A Knowledge Graph to Enrich ChatGPT Responses in Manufacturing Service Discovery—0
Evaluating the Effectiveness of Artificial Intelligence in Predicting Adverse Drug Reactions among Cancer Patients: A Systematic Review and Meta-Analysis—0
KGExplainer: Towards Exploring Connected Subgraph Explanations for Knowledge Graph Completion—0
KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?Code0
BanglaAutoKG: Automatic Bangla Knowledge Graph Construction with Semantic Neural Graph FilteringCode0
Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge GraphCode0
Knowledge Graph Representation for Political Information Sources—0
Comprehensible Artificial Intelligence on Knowledge Graphs: A survey—0
On Linearizing Structured Data in Encoder-Decoder Language Models: Insights from Text-to-SQL—0
Construction and Application of Materials Knowledge Graph in Multidisciplinary Materials Science via Large Language Model—0
Rematch: Robust and Efficient Matching of Local Knowledge Graphs to Improve Structural and Semantic SimilarityCode0
Self-Improvement Programming for Temporal Knowledge Graph Question Answering—0
Enterprise Use Cases Combining Knowledge Graphs and Natural Language Processing—0
EventGround: Narrative Reasoning by Grounding to Eventuality-centric Knowledge GraphsCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
IME: Integrating Multi-curvature Shared and Specific Embedding for Temporal Knowledge Graph Completion—0
Improving Content Recommendation: Knowledge Graph-Based Semantic Contrastive Learning for Diversity and Cold-Start Users—0
Knowledge-Powered Recommendation for an Improved Diet Water Footprint—0
Manufacturing Service Capability Prediction with Graph Neural Networks—0
Cyber-Security Knowledge Graph Generation by Hierarchical Nonnegative Matrix Factorization—0
A Survey on Lexical Ambiguity Detection and Word Sense Disambiguation—0
Knowledge-aware Dual-side Attribute-enhanced RecommendationCode0
General LLMs as Instructors for Domain-Specific LLMs: A Sequential Fusion Method to Integrate Extraction and Editing—0
MRC-based Nested Medical NER with Co-prediction and Adaptive Pre-training—0
Assessing the Utility of Large Language Models for Phenotype-Driven Gene Prioritization in Rare Genetic Disorder Diagnosis—0
InBox: Recommendation with Knowledge Graph using Interest Box Embedding—0
Prompt-fused framework for Inductive Logical Query Answering—0
Construction of Hyper-Relational Knowledge Graphs Using Pre-Trained Large Language Models—0
Fusing Domain-Specific Content from Large Language Models into Knowledge Graphs for Enhanced Zero Shot Object State Classification—0
Tokensome: Towards a Genetic Vision-Language GPT for Explainable and Cognitive Karyotyping—0
TRELM: Towards Robust and Efficient Pre-training for Knowledge-Enhanced Language Models—0
Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge GraphsCode0
Meta Operator for Complex Query Answering on Knowledge Graphs—0
Less is More: One-shot Subgraph Reasoning on Large-scale Knowledge GraphsCode0
Federated Knowledge Graph Unlearning via Diffusion Model—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