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 2176–2200 of 2974 papers

TitleStatusHype
Knowledge-based Multiple Adaptive Spaces Fusion for Recommendation—0
Knowledge-based Refinement of Scientific Publication Knowledge Graphs—0
Knowledge-based Review Generation by Coherence Enhanced Text Planning—0
Knowledge Based Template Machine Translation In Low-Resource Setting—0
Knowledge Based Template Machine Translation In Low-Resource Setting—0
Knowledgebra: An Algebraic Learning Framework for Knowledge Graph—0
Knowledge-driven Encode, Retrieve, Paraphrase for Medical Image Report Generation—0
Knowledge-enhanced Agents for Interactive Text Games—0
Knowledge-Enhanced Conversational Recommendation via Transformer-based Sequential Modelling—0
Knowledge Enhanced Embedding: Improve Model Generalization Through Knowledge Graphs—0
Knowledge-Enhanced Natural Language Inference Based on Knowledge Graphs—0
Knowledge-enhanced Neuro-Symbolic AI for Cybersecurity and Privacy—0
Knowledge-Enhanced Top-K Recommendation in Poincaré Ball—0
Knowledge Fusion via Embeddings from Text, Knowledge Graphs, and Images—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
Knowledge-graph based Proactive Dialogue Generation with Improved Meta-Learning—0
Knowledge Graph Completion Models are Few-shot Learners: An Empirical Study of Relation Labeling in E-commerce with LLMs—0
Knowledge Graph Completion with Pre-trained Multimodal Transformer and Twins Negative Sampling—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
Knowledge Graph Embedding in E-commerce Applications: Attentive Reasoning, Explanations, and Transferable Rules—0
Knowledge Graph Embeddings: A Comprehensive Survey on Capturing Relation Properties—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