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

Showing 27512800 of 2974 papers

TitleStatusHype
DiffusionCom: Structure-Aware Multimodal Diffusion Model for Multimodal Knowledge Graph Completion0
An Analysis of COVID-19 Knowledge Graph Construction and Applications0
ForecastQA: A Question Answering Challenge for Event Forecasting with Temporal Text Data0
Differentiable Reasoning about Knowledge Graphs with Region-based Graph Neural Networks0
Formalising Hypothesis Virtues in Knowledge Graphs: A General Theoretical Framework and its Validation in Literature-Based Discovery Experiments0
Unveiling Hidden Links Between Unseen Security Entities0
FRAG: A Flexible Modular Framework for Retrieval-Augmented Generation based on Knowledge Graphs0
Framework for Question-Answering in Sanskrit through Automated Construction of Knowledge Graphs0
Differentiable learning of numerical rules in knowledge graphs0
TACAM: Topic And Context Aware Argument Mining0
From An LLM Swarm To A PDDL-Empowered HIVE: Planning Self-Executed Instructions In A Multi-Modal Jungle0
From Chain to Tree: Refining Chain-like Rules into Tree-like Rules on Knowledge Graphs0
From Data to City Indicators: A Knowledge Graph for Supporting Automatic Generation of Dashboards0
Siren Federate: Bridging document, relational, and graph models for exploratory graph analysis0
Differentiable Learning of Graph-like Logical Rules from Knowledge Graphs0
From Hallucinations to Facts: Enhancing Language Models with Curated Knowledge Graphs0
Dialogue Shaping: Empowering Agents through NPC Interaction0
From Knowledge Graph Embedding to Ontology Embedding? An Analysis of the Compatibility between Vector Space Representations and Rules0
From Large Language Models to Knowledge Graphs for Biomarker Discovery in Cancer0
From Latent to Lucid: Transforming Knowledge Graph Embeddings into Interpretable Structures with KGEPrisma0
SKETCH: Structured Knowledge Enhanced Text Comprehension for Holistic Retrieval0
From Natural Language to RDF Graphs with Pregroups0
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems0
From Parameters to Prompts: Understanding and Mitigating the Factuality Gap between Fine-Tuned LLMs0
SKG: A Versatile Information Retrieval and Analysis Framework for Academic Papers with Semantic Knowledge Graphs0
From Pixels to Graphs: using Scene and Knowledge Graphs for HD-EPIC VQA Challenge0
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems0
From Unstructured Text to Causal Knowledge Graphs: A Transformer-Based Approach0
From Wide to Deep: Dimension Lifting Network for Parameter-efficient Knowledge Graph Embedding0
Fully Geometric Multi-Hop Reasoning on Knowledge Graphs with Transitive Relations0
SKILL: Structured Knowledge Infusion for Large Language Models0
Development of a MultiModal Annotation Framework and Dataset for Deep Video Understanding0
Fusing Domain-Specific Content from Large Language Models into Knowledge Graphs for Enhanced Zero Shot Object State Classification0
FusionMind -- Improving question and answering with external context fusion0
Future Automation Engineering using Structural Graph Convolutional Neural Networks0
Fuzzy Datalog^ over Arbitrary t-Norms0
Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT0
FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering0
SLHCat: Mapping Wikipedia Categories and Lists to DBpedia by Leveraging Semantic, Lexical, and Hierarchical Features0
SLIDE: Sliding Localized Information for Document Extraction0
GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation0
GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews0
Generalizable Neuro-symbolic Systems for Commonsense Question Answering0
Generalization in Neural Networks: A Broad Survey0
Generalization to Novel Objects using Prior Relational Knowledge0
Detection, Explanation and Filtering of Cyber Attacks Combining Symbolic and Sub-Symbolic Methods0
Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction0
Detection, Analysis, and Prediction of Research Topics with Scientific Knowledge Graphs0
Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs0
Detecting the Adversarially-Learned Injection Attacks via Knowledge Graphs0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified