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 28012850 of 2974 papers

TitleStatusHype
Global and local evaluation of link prediction tasks with neural embeddings0
LinkNBed: Multi-Graph Representation Learning with Entity Linkage0
AceKG: A Large-scale Knowledge Graph for Academic Data Mining0
Data Science with Vadalog: Bridging Machine Learning and Reasoning0
The Vadalog System: Datalog-based Reasoning for Knowledge Graphs0
Leveraging Catalog Knowledge Graphs for Query Attribute Identification in E-Commerce Sites0
Feature-based reformulation of entities in triple pattern queriesCode0
Phrase2VecGLM: Neural generalized language model--based semantic tagging for complex query reformulation in medical IR0
Knowledge Graph Embedding with Numeric Attributes of Entities0
Towards Understanding the Geometry of Knowledge Graph EmbeddingsCode0
Embedding Models for Episodic Knowledge Graphs0
A Comparative Study of Distributional and Symbolic Paradigms for Relational LearningCode0
Co-training Embeddings of Knowledge Graphs and Entity Descriptions for Cross-lingual Entity Alignment0
Measuring Semantic Coherence of a ConversationCode0
Recurrent One-Hop Predictions for Reasoning over Knowledge Graphs0
Embedding Logical Queries on Knowledge GraphsCode1
ELiRF-UPV at SemEval-2018 Task 10: Capturing Discriminative Attributes with Knowledge Graphs and Wikipedia0
Named Graphs for Semantic Representation0
NewsReader at SemEval-2018 Task 5: Counting events by reasoning over event-centric-knowledge-graphs0
A Multimodal Translation-Based Approach for Knowledge Graph Representation Learning0
Accurate Text-Enhanced Knowledge Graph Representation Learning0
ELDEN: Improved Entity Linking Using Densified Knowledge GraphsCode0
KG^2: Learning to Reason Science Exam Questions with Contextual Knowledge Graph Embeddings0
Multi-hop Inference for Sentence-level TextGraphs: How Challenging is Meaningfully Combining Information for Science Question Answering?0
Generating Fine-Grained Open Vocabulary Entity Type DescriptionsCode0
From Knowledge Graph Embedding to Ontology Embedding? An Analysis of the Compatibility between Vector Space Representations and Rules0
Entity-Duet Neural Ranking: Understanding the Role of Knowledge Graph Semantics in Neural Information RetrievalCode0
Probabilistic Embedding of Knowledge Graphs with Box Lattice Measures0
Adversarial Contrastive Estimation0
Weakly-supervised Contextualization of Knowledge Graph Facts0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
EventKG+TL: Creating Cross-Lingual Timelines from an Event-Centric Knowledge Graph0
Retrieving Information from the French Lexical Network in RDF/OWL Format0
Word Embedding Evaluation Datasets and Wikipedia Title Embedding for Chinese0
Robust Discovery of Positive and Negative Rules in Knowledge-BasesCode0
Not all Embeddings are created Equal: Extracting Entity-specific Substructures for RDF Graph Embedding0
EventKG: A Multilingual Event-Centric Temporal Knowledge Graph0
Not just about size - A Study on the Role of Distributed Word Representations in the Analysis of Scientific Publications0
Scene Graph Parsing as Dependency ParsingCode1
Zero-shot Recognition via Semantic Embeddings and Knowledge GraphsCode0
Variational Knowledge Graph Reasoning0
Learning Deep Generative Models of Graphs0
Linking ImageNet WordNet Synsets with Wikidata0
Improving Graph Convolutional Networks with Non-Parametric Activation Functions0
Scalable Label Propagation for Multi-relational Learning on the Tensor Product of GraphsCode0
Zero-Shot Question Generation from Knowledge Graphs for Unseen Predicates and Entity TypesCode0
Learning beyond datasets: Knowledge Graph Augmented Neural Networks for Natural language Processing0
SimplE Embedding for Link Prediction in Knowledge GraphsCode0
Incorporating Literals into Knowledge Graph EmbeddingsCode0
Complex Sequential Question Answering: Towards Learning to Converse Over Linked Question Answer Pairs with a Knowledge GraphCode0
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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