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

Recently AddedMost HypedMost ActiveNeeds VerificationMost Verified

Showing 2776–2800 of 2974 papers

TitleStatusHype
From Pixels to Graphs: using Scene and Knowledge Graphs for HD-EPIC VQA Challenge—0
DGRAG: Distributed Graph-based Retrieval-Augmented Generation in Edge-Cloud Systems—0
From Unstructured Text to Causal Knowledge Graphs: A Transformer-Based Approach—0
From Wide to Deep: Dimension Lifting Network for Parameter-efficient Knowledge Graph Embedding—0
Fully Geometric Multi-Hop Reasoning on Knowledge Graphs with Transitive Relations—0
SKILL: Structured Knowledge Infusion for Large Language Models—0
Development of a MultiModal Annotation Framework and Dataset for Deep Video Understanding—0
Fusing Domain-Specific Content from Large Language Models into Knowledge Graphs for Enhanced Zero Shot Object State Classification—0
FusionMind -- Improving question and answering with external context fusion—0
Future Automation Engineering using Structural Graph Convolutional Neural Networks—0
Fuzzy Datalog^ over Arbitrary t-Norms—0
Detection, Retrieval, and Explanation Unified: A Violence Detection System Based on Knowledge Graphs and GAT—0
FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering—0
SLHCat: Mapping Wikipedia Categories and Lists to DBpedia by Leveraging Semantic, Lexical, and Hierarchical Features—0
SLIDE: Sliding Localized Information for Document Extraction—0
GAP: Graph-Assisted Prompts for Dialogue-based Medication Recommendation—0
GEAR-Up: Generative AI and External Knowledge-based Retrieval Upgrading Scholarly Article Searches for Systematic Reviews—0
Generalizable Neuro-symbolic Systems for Commonsense Question Answering—0
Generalization in Neural Networks: A Broad Survey—0
Generalization to Novel Objects using Prior Relational Knowledge—0
Detection, Explanation and Filtering of Cyber Attacks Combining Symbolic and Sub-Symbolic Methods—0
Generalized Relation Learning with Semantic Correlation Awareness for Link Prediction—0
Detection, Analysis, and Prediction of Research Topics with Scientific Knowledge Graphs—0
Generalizing to Unseen Elements: A Survey on Knowledge Extrapolation for Knowledge Graphs—0
Detecting the Adversarially-Learned Injection Attacks via 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