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
Thematic recommendations on knowledge graphs using multilayer networks—0
LKD-KGC: Domain-Specific KG Construction via LLM-driven Knowledge Dependency Parsing—0
Causal knowledge graph analysis identifies adverse drug effects—0
LLM-Align: Utilizing Large Language Models for Entity Alignment in Knowledge Graphs—0
The More You Know: Using Knowledge Graphs for Image Classification—0
Theoretical Rule-based Knowledge Graph Reasoning by Connectivity Dependency Discovery—0
CausalKG: Causal Knowledge Graph Explainability using interventional and counterfactual reasoning—0
LLM-Based Multi-Hop Question Answering with Knowledge Graph Integration in Evolving Environments—0
Causal Inference in Finance: An Expertise-Driven Model for Instrument Variables Identification and Interpretation—0
5* Knowledge Graph Embeddings with Projective Transformations—0
LLM-DER:A Named Entity Recognition Method Based on Large Language Models for Chinese Coal Chemical Domain—0
Vision, Deduction and Alignment: An Empirical Study on Multi-modal Knowledge Graph Alignment—0
LLM is Knowledge Graph Reasoner: LLM's Intuition-aware Knowledge Graph Reasoning for Cold-start Sequential Recommendation—0
LLM-KG-Bench 3.0: A Compass for SemanticTechnology Capabilities in the Ocean of LLMs—0
LLM+KG@VLDB'24 Workshop Summary—0
LLM-Powered Explanations: Unraveling Recommendations Through Subgraph Reasoning—0
Causal Claims in Economics—0
General LLMs as Instructors for Domain-Specific LLMs: A Sequential Fusion Method to Integrate Extraction and Editing—0
Local-Global History-aware Contrastive Learning for Temporal Knowledge Graph Reasoning—0
Locally Adaptive Translation for Knowledge Graph Embedding—0
Location Sensitive Embedding for Knowledge Graph Reasoning—0
Logical Consistency of Large Language Models in Fact-checking—0
CaRe: Open Knowledge Graph Embeddings—0
Cardinality Estimation on Hyper-relational Knowledge Graphs—0
Logical Separability of Labeled Data Examples under Ontologies—0
The Role of Visualization in LLM-Assisted Knowledge Graph Systems: Effects on User Trust, Exploration, and Workflows—0
Logic Augmented Generation—0
Carbon Figures of Merit Knowledge Creation with a Hybrid Solution and Carbon Tables API—0
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules—0
LogicENN: A Neural Based Knowledge Graphs Embedding Model with Logical Rules—0
The S2 Hierarchical Discrete Global Grid as a Nexus for Data Representation, Integration, and Querying Across Geospatial Knowledge Graphs—0
The sameAs Problem: A Survey on Identity Management in the Web of Data—0
The SocialDisNER shared task on detection of disease mentions in health-relevant content from social media: methods, evaluation, guidelines and corpora—0
LogKG: Log Failure Diagnosis Through Knowledge Graph—0
LOKE: Linked Open Knowledge Extraction for Automated Knowledge Graph Construction—0
The Space-Efficient Core of Vadalog—0
Look Globally and Reason: Two-stage Path Reasoning over Sparse Knowledge Graphs—0
VisionKG: Unleashing the Power of Visual Datasets via Knowledge Graph—0
Low-Dimensional Federated Knowledge Graph Embedding via Knowledge Distillation—0
Capturing Knowledge Graphs and Rules with Octagon Embeddings—0
Zero-shot and Few-shot Learning with Knowledge Graphs: A Comprehensive Survey—0
Low Resource Quadratic Forms for Knowledge Graph Embeddings—0
The Tensor Brain: Semantic Decoding for Perception and Memory—0
The Vadalog System: Datalog-based Reasoning for Knowledge Graphs—0
LUKE-Graph: A Transformer-based Approach with Gated Relational Graph Attention for Cloze-style Reading Comprehension—0
The WebCrow French Crossword Solver—0
Machine Knowledge: Creation and Curation of Comprehensive Knowledge Bases—0
Capturing and Anticipating User Intents in Data Analytics via Knowledge Graphs—0
Machine Reading Comprehension Using Structural Knowledge Graph-aware Network—0
Adversarial Transformer Language Models for Contextual Commonsense Inference—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