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 1526–1550 of 2974 papers

TitleStatusHype
Taxonomy Enrichment with Text and Graph Vector Representations—0
TC-OCR: TableCraft OCR for Efficient Detection & Recognition of Table Structure & Content—0
A Knowledge Enhanced Learning and Semantic Composition Model for Multi-Claim Fact Checking—0
Knowledge-aware Neural Networks with Personalized Feature Referencing for Cold-start Recommendation—0
TDCGL: Two-Level Debiased Contrastive Graph Learning for Recommendation—0
TechKG: A Large-Scale Chinese Technology-Oriented Knowledge Graph—0
Knowledge-based Biomedical Data Science 2019—0
Enhancing Unsupervised Sentence Embeddings via Knowledge-Driven Data Augmentation and Gaussian-Decayed Contrastive Learning—0
ConceptFormer: Towards Efficient Use of Knowledge-Graph Embeddings in Large Language Models—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
Concept2Box: Joint Geometric Embeddings for Learning Two-View Knowledge Graphs—0
Knowledge-driven Encode, Retrieve, Paraphrase for Medical Image Report Generation—0
Computing Rule-Based Explanations of Machine Learning Classifiers using Knowledge Graphs—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
Technical Report of Team GraphMIRAcles in the WikiKG90M-LSC Track of OGB-LSC @ KDD Cup 2021—0
Technical Report on Data Integration and Preparation—0
Knowledge-Enhanced Natural Language Inference Based on Knowledge Graphs—0
Knowledge-enhanced Neuro-Symbolic AI for Cybersecurity and Privacy—0
Show:102550
← PrevPage 62 of 119Next →
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