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 1526–1550 of 2974 papers

TitleStatusHype
Joint Multilingual Knowledge Graph Completion and AlignmentCode1
Contrastive Language-Image Pre-Training with Knowledge Graphs—0
TransAlign: Fully Automatic and Effective Entity Alignment for Knowledge Graphs—0
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs—0
MICO: A Multi-alternative Contrastive Learning Framework for Commonsense Knowledge RepresentationCode1
Inductive Logical Query Answering in Knowledge GraphsCode0
Mind the Labels: Describing Relations in Knowledge Graphs With Pretrained ModelsCode0
Step out of KG: Knowledge Graph Completion via Knowledgeable Retrieval and Reading Comprehension—0
TwiRGCN: Temporally Weighted Graph Convolution for Question Answering over Temporal Knowledge Graphs—0
Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training—0
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs—0
SMiLE: Schema-augmented Multi-level Contrastive Learning for Knowledge Graph Link PredictionCode1
Contrastive Representation Learning for Conversational Question Answering over Knowledge GraphsCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
The Lifecycle of "Facts": A Survey of Social Bias in Knowledge Graphs—0
DBkWik++ -- Multi Source Matching of Knowledge Graphs—0
Clustering Semantic Predicates in the Open Research Knowledge Graph—0
Transformer-based Subject Entity Detection in Wikipedia Listings—0
TextGraphs-16 Natural Language Premise Selection Task: Zero-Shot Premise Selection with Prompting Generative Language Models—0
The SocialDisNER shared task on detection of disease mentions in health-relevant content from social media: methods, evaluation, guidelines and corpora—0
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective—0
OpticE: A Coherence Theory-Based Model for Link Prediction—0
Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding—0
Enhancing Contextual Word Representations Using Embedding of Neighboring Entities in Knowledge Graphs—0
RotateCT: Knowledge Graph Embedding by Rotation and Coordinate Transformation in Complex Space—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