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 1551–1575 of 2974 papers

TitleStatusHype
Knowledge-Enhanced Top-K Recommendation in Poincaré Ball—0
Variational Quantum Circuit Model for Knowledge Graphs Embedding—0
Knowledge Fusion via Embeddings from Text, Knowledge Graphs, and Images—0
A Knowledge-Enhanced Disease Diagnosis Method Based on Prompt Learning and BERT Integration—0
Graph Stochastic Neural Process for Inductive Few-shot Knowledge Graph Completion—0
Knowledge Graph and Corpus Driven Segmentation and Answer Inference for Telegraphic Entity-seeking Queries—0
Knowledge Graph and Text Jointly Embedding—0
Knowledge Graph-Augmented Language Models for Knowledge-Grounded Dialogue Generation—0
Computable News Ecosystems: Roles for Humans and Machines—0
A Joint Training Framework for Open-World Knowledge Graph Embeddings—0
Knowledge-graph based Proactive Dialogue Generation with Improved Meta-Learning—0
Comprehensive Event Representations using Event Knowledge Graphs and Natural Language Processing—0
Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs—0
A Joint-Reasoning based Disease Q&A System—0
Temporal Data Meets LLM -- Explainable Financial Time Series Forecasting—0
A Birds Eye View on Knowledge Graph Embeddings, Software Libraries, Applications and Challenges—0
Knowledge Graph Completion with Pre-trained Multimodal Transformer and Twins Negative Sampling—0
V-Coder: Adaptive AutoEncoder for Semantic Disclosure in Knowledge Graphs—0
Comprehensible Artificial Intelligence on Knowledge Graphs: A survey—0
Temporal Knowledge Graph Completion: A Survey—0
Knowledge Graph Curation: A Practical Framework—0
Knowledge Graph Embedding: A Survey from the Perspective of Representation Spaces—0
Knowledge Graph Embedding by Adaptive Limit Scoring Loss Using Dynamic Weighting Strategy—0
Comprehending Knowledge Graphs with Large Language Models for Recommender Systems—0
Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules—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