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 1001–1025 of 2974 papers

TitleStatusHype
MKGL: Mastery of a Three-Word Language—0
Inference over Unseen Entities, Relations and Literals on Knowledge Graphs—0
Context-Augmented Code Generation Using Programming Knowledge Graphs—0
A large collection of bioinformatics question-query pairs over federated knowledge graphs: methodology and applicationsCode0
Bottom-up Anytime Discovery of Generalised Multimodal Graph Patterns for Knowledge Graphs—0
Posets and Bounded Probabilities for Discovering Order-inducing Features in Event Knowledge Graphs—0
Information Discovery in e-Commerce—0
Representing Web Applications As Knowledge Graphs—0
Neuro-Symbolic Entity Alignment via Variational Inference—0
Leveraging Social Determinants of Health in Alzheimer's Research Using LLM-Augmented Literature Mining and Knowledge GraphsCode0
Enriching Ontologies with Disjointness Axioms using Large Language ModelsCode0
Semantic-Guided RL for Interpretable Feature Engineering—0
Domain-Specific Retrieval-Augmented Generation Using Vector Stores, Knowledge Graphs, and Tensor Factorization—0
LLM+KG@VLDB'24 Workshop Summary—0
From Natural Language to SQL: Review of LLM-based Text-to-SQL Systems—0
Conversational Exploratory Search of Scholarly Publications Using Knowledge GraphsCode0
Complex Logical Query Answering by Calibrating Knowledge Graph Completion ModelsCode0
GUNDAM: Aligning Large Language Models with Graph Understanding—0
Customized Information and Domain-centric Knowledge Graph Construction with Large Language Models—0
Explainable Enrichment-Driven GrAph Reasoner (EDGAR) for Large Knowledge Graphs with Applications in Drug RepurposingCode0
Rehearsing Answers to Probable Questions with Perspective-Taking—0
Visual Data Diagnosis and Debiasing with Concept GraphsCode0
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study—0
AutoLLM-CARD: Towards a Description and Landscape of Large Language ModelsCode0
KIPPS: Knowledge infusion in Privacy Preserving Synthetic Data Generation—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