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 1901–1950 of 2974 papers

TitleStatusHype
SLIDE: Sliding Localized Information for Document Extraction—0
SMART: Relation-Aware Learning of Geometric Representations for Knowledge Graphs—0
Snowman: A Million-scale Chinese Commonsense Knowledge Graph Distilled from Foundation Model—0
Soft Marginal TransE for Scholarly Knowledge Graph Completion—0
Extending Complex Logical Queries on Uncertain Knowledge Graphs—0
Software Engineering Event Modeling using Relative Time in Temporal Knowledge Graphs—0
SOK-Bench: A Situated Video Reasoning Benchmark with Aligned Open-World Knowledge—0
SpaceE: Knowledge Graph Embedding by Relational Linear Transformation in the Entity Space—0
Sparse and Local Networks for Hypergraph Reasoning—0
Sparse Feature Factorization for Recommender Systems with Knowledge Graphs—0
Spatial Knowledge Graph-Guided Multimodal Synthesis—0
SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples—0
SQALER: Scaling Question Answering by Decoupling Multi-Hop and Logical Reasoning—0
SRDF: Extracting Lexical Knowledge Graph for Preserving Sentence Meaning—0
STAR: A Foundation Model-driven Framework for Robust Task Planning and Failure Recovery in Robotic Systems—0
Statistical and Neural Methods for Cross-lingual Entity Label Mapping in Knowledge Graphs—0
#StayHome or #Marathon? Social Media Enhanced Pandemic Surveillance on Spatial-temporal Dynamic Graphs—0
Step out of KG: Knowledge Graph Completion via Knowledgeable Retrieval and Reading Comprehension—0
Steps to Knowledge Graphs Quality Assessment—0
Stochastic Parallelizable Eigengap Dilation for Large Graph Clustering—0
Stop just recalling memorized relations: Extracting Unseen Relational Triples from the context—0
Story Generation with Commonsense Knowledge Graphs and Axioms—0
Storytelling from Structured Data and Knowledge Graphs : An NLG Perspective—0
Strategy-level Entrainment of Dialogue System Users in a Creative Visual Reference Resolution Task—0
StreamingRAG: Real-time Contextual Retrieval and Generation Framework—0
Streamlining Knowledge Graph Creation with PyRML—0
Strong Baselines for Simple Question Answering over Knowledge Graphs with and without Neural Networks—0
Structural Quality Metrics to Evaluate Knowledge Graphs—0
Structure Aware Negative Sampling in Knowledge Graphs—0
Structured Context and High-Coverage Grammar for Conversational Question Answering over Knowledge Graphs—0
Structure Diagram Recognition in Financial Announcements—0
Structured Query Construction via Knowledge Graph Embedding—0
Structure Guided Multi-modal Pre-trained Transformer for Knowledge Graph Reasoning—0
Subgraph2vec: A random walk-based algorithm for embedding knowledge graphs—0
Subgraph-aware Few-Shot Inductive Link Prediction via Meta-Learning—0
SubGraph Networks based Entity Alignment for Cross-lingual Knowledge Graph—0
Supervised Distributional Hypernym Discovery via Domain Adaptation—0
Survey on Semantic Interpretation of Tabular Data: Challenges and Directions—0
Swift Markov Logic for Probabilistic Reasoning on Knowledge Graphs—0
SymAgent: A Neural-Symbolic Self-Learning Agent Framework for Complex Reasoning over Knowledge Graphs—0
Symbiotic Child Emotional Support with Social Robots and Temporal Knowledge Graphs—0
Synergizing Knowledge Graphs with Large Language Models: A Comprehensive Review and Future Prospects—0
Synergizing LLMs and Knowledge Graphs: A Novel Approach to Software Repository-Related Question Answering—0
Auto-Cypher: Improving LLMs on Cypher generation via LLM-supervised generation-verification framework—0
Synthetic Multimodal Dataset for Empowering Safety and Well-being in Home Environments—0
Systematic Assessment of Factual Knowledge in Large Language Models—0
TaCE: Time-aware Convolutional Embedding Learning for Temporal Knowledge Graph Completion—0
Tailor knowledge graph for query understanding: linking intent topics by propagation—0
Talking like Piping and Instrumentation Diagrams (P&IDs)—0
Talking to GDELT Through 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