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

Showing 15011550 of 2974 papers

TitleStatusHype
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation ExtractionCode0
Discover Important Paths in the Knowledge Graph Based on Dynamic Relation Confidence0
On Contrasting YAGO with GPT-J: An Experiment for Person-Related AttributesCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
Search to Pass Messages for Temporal Knowledge Graph CompletionCode1
Understanding Adverse Biological Effect Predictions Using Knowledge GraphsCode0
GammaE: Gamma Embeddings for Logical Queries on Knowledge GraphsCode0
Leveraging Wikidata's edit history in knowledge graph refinement tasksCode0
Leveraging knowledge graphs to update scientific word embeddings using latent semantic imputation0
Bi-Link: Bridging Inductive Link Predictions from Text via Contrastive Learning of Transformers and Prompts0
Scaling Knowledge Graphs for Automating AI of Digital TwinsCode0
ProVe: A Pipeline for Automated Provenance Verification of Knowledge Graphs against Textual Sources0
RulE: Knowledge Graph Reasoning with Rule EmbeddingCode1
Adapters for Enhanced Modeling of Multilingual Knowledge and TextCode1
ReaRev: Adaptive Reasoning for Question Answering over Knowledge GraphsCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
Generative Knowledge Graph Construction: A ReviewCode1
Modelling Multi-relations for Convolutional-based Knowledge Graph Embedding0
Context-driven Visual Object Recognition based on Knowledge Graphs0
Transformer-based Entity Typing in Knowledge GraphsCode1
Knowledge-Enhanced Relation Extraction Dataset0
Cross-Domain Aspect Extraction using Transformers Augmented with Knowledge GraphsCode4
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
Efficient and Effective SPARQL Autocompletion on Very Large Knowledge GraphsCode2
Deep Bidirectional Language-Knowledge Graph PretrainingCode2
Joint Multilingual Knowledge Graph Completion and AlignmentCode1
Contrastive Language-Image Pre-Training with Knowledge Graphs0
TransAlign: Fully Automatic and Effective Entity Alignment for Knowledge Graphs0
Learning to Sample and Aggregate: Few-shot Reasoning over Temporal Knowledge Graphs0
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 Comprehension0
TwiRGCN: Temporally Weighted Graph Convolution for Question Answering over Temporal Knowledge Graphs0
Revisiting and Advancing Chinese Natural Language Understanding with Accelerated Heterogeneous Knowledge Pre-training0
Semantic Framework based Query Generation for Temporal Question Answering over Knowledge Graphs0
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 Graphs0
DBkWik++ -- Multi Source Matching of Knowledge Graphs0
Clustering Semantic Predicates in the Open Research Knowledge Graph0
Transformer-based Subject Entity Detection in Wikipedia Listings0
TextGraphs-16 Natural Language Premise Selection Task: Zero-Shot Premise Selection with Prompting Generative Language Models0
The SocialDisNER shared task on detection of disease mentions in health-relevant content from social media: methods, evaluation, guidelines and corpora0
Data Augmentation for Few-Shot Knowledge Graph Completion from Hierarchical Perspective0
OpticE: A Coherence Theory-Based Model for Link Prediction0
Temporal Knowledge Graph Completion with Approximated Gaussian Process Embedding0
Enhancing Contextual Word Representations Using Embedding of Neighboring Entities in Knowledge Graphs0
RotateCT: Knowledge Graph Embedding by Rotation and Coordinate Transformation in Complex Space0
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Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified