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 2076–2100 of 2974 papers

TitleStatusHype
Automatic Question-Answer Generation for Long-Tail Knowledge—0
Not all Embeddings are created Equal: Extracting Entity-specific Substructures for RDF Graph Embedding—0
Towards Knowledge Graphs Validation through Weighted Knowledge Sources—0
Not just about size - A Study on the Role of Distributed Word Representations in the Analysis of Scientific Publications—0
Automatic News Generation and Fact-Checking System Based on Language Processing—0
NSEEN: Neural Semantic Embedding for Entity Normalization—0
Adapter-based Approaches to Knowledge-enhanced Language Models -- A Survey—0
Automatic Knowledge Graph Construction for Judicial Cases—0
Automatic Assessment of Conceptual Text Complexity Using Knowledge Graphs—0
Observed versus latent features for knowledge base and text inference—0
OCEAN: Offline Chain-of-thought Evaluation and Alignment in Large Language Models—0
Automated Radiology Report Generation: A Review of Recent Advances—0
OEKG: The Open Event Knowledge Graph—0
Automated Knowledge Graph Learning in Industrial Processes—0
Towards Learning Cross-Modal Perception-Trace Models—0
On2Vec: Embedding-based Relation Prediction for Ontology Population—0
On a Generalized Framework for Time-Aware Knowledge Graphs—0
On Bob Dylan: A Computational Perspective—0
Towards Linguistically Informed Multi-Objective Pre-Training for Natural Language Inference—0
Towards Loosely-Coupling Knowledge Graph Embeddings and Ontology-based Reasoning—0
Automated Extraction and Creation of FBS Design Reasoning Knowledge Graphs from Structured Data in Product Catalogues Lacking Contextual Information—0
Automated Construction of Theme-specific Knowledge Graphs—0
Voice-Based Conversational Agents and Knowledge Graphs for Improving News Search in Assisted Living—0
Towards Next-Generation Urban Decision Support Systems through AI-Powered Construction of Scientific Ontology using Large Language Models -- A Case in Optimizing Intermodal Freight Transportation—0
One-shot Learning for Temporal 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