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 2151–2200 of 2974 papers

TitleStatusHype
KGLens: Towards Efficient and Effective Knowledge Probing of Large Language Models with Knowledge Graphs—0
KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs—0
KG-MDL: Mining Graph Patterns in Knowledge Graphs with the MDL Principle—0
KGPrune: a Web Application to Extract Subgraphs of Interest from Wikidata with Analogical Pruning—0
KG-RAG: Bridging the Gap Between Knowledge and Creativity—0
KGrEaT: A Framework to Evaluate Knowledge Graphs via Downstream Tasks—0
KGRefiner: Knowledge Graph Refinement for Improving Accuracy of Translational Link Prediction Methods—0
KGroot: Enhancing Root Cause Analysis through Knowledge Graphs and Graph Convolutional Neural Networks—0
KGSynNet: A Novel Entity Synonyms Discovery Framework with Knowledge Graph—0
KG-TRICK: Unifying Textual and Relational Information Completion of Knowledge for Multilingual Knowledge Graphs—0
KGValidator: A Framework for Automatic Validation of Knowledge Graph Construction—0
KGvec2go -- Knowledge Graph Embeddings as a Service—0
KGV: Integrating Large Language Models with Knowledge Graphs for Cyber Threat Intelligence Credibility Assessment—0
KGxBoard: Explainable and Interactive Leaderboard for Evaluation of Knowledge Graph Completion Models—0
KI-BERT: Infusing Knowledge Context for Better Language and Domain Understanding—0
Knowledge-Induced Medicine Prescribing Network for Medication Recommendation—0
KIPPS: Knowledge infusion in Privacy Preserving Synthetic Data Generation—0
KITE-DDI: A Knowledge graph Integrated Transformer Model for accurately predicting Drug-Drug Interaction Events from Drug SMILES and Biomedical Knowledge Graph—0
KNOW: A Real-World Ontology for Knowledge Capture with Large Language Models—0
KnowFormer: Revisiting Transformers for Knowledge Graph Reasoning—0
KnowGPT: Knowledge Graph based Prompting for Large Language Models—0
Knowledge-Augmented Large Language Models for Personalized Contextual Query Suggestion—0
Knowledge-aware Neural Networks with Personalized Feature Referencing for Cold-start Recommendation—0
Knowledge-based Biomedical Data Science 2019—0
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning—0
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