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 29262950 of 2974 papers

TitleStatusHype
A Modular Ontology for MODS -- Metadata Object Description Schema0
Heterogeneous Relational Reasoning in Knowledge Graphs with Reinforcement Learning0
Path-Based Contextualization of Knowledge Graphs for Textual Entailment0
Cross-Network Learning with Partially Aligned Graph Convolutional Networks0
SpeGCL: Self-supervised Graph Spectrum Contrastive Learning without Positive Samples0
Using a Personal Health Library-Enabled mHealth Recommender System for Self-Management of Diabetes Among Underserved Populations: Use Case for Knowledge Graphs and Linked Data0
Hierarchical Knowledge Graph Construction from Images for Scalable E-Commerce0
Hierarchical Knowledge Graphs: A Novel Information Representation for Exploratory Search Tasks0
Hierarchical Pretraining for Biomedical Term Embeddings0
Hierarchical Relational Learning for Few-Shot Knowledge Graph Completion0
A Methodological Report on Anomaly Detection on Dynamic Knowledge Graphs0
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision0
Hierarchical Relation-Guided Type-Sentence Alignment for Long-Tail Relation Extraction with Distant Supervision0
A Method for Multi-Hop Question Answering on Persian Knowledge Graph0
High-throughput relation extraction algorithm development associating knowledge articles and electronic health records0
High-Throughput Vector Similarity Search in Knowledge Graphs0
Hinge-Loss Markov Random Fields and Probabilistic Soft Logic0
Cross-modal Knowledge Reasoning for Knowledge-based Visual Question Answering0
HiPrompt: Few-Shot Biomedical Knowledge Fusion via Hierarchy-Oriented Prompting0
Cross-Document Contextual Coreference Resolution in Knowledge Graphs0
HJE: Joint Convolutional Representation Learning for Knowledge Hypergraph Completion0
Holistic Audit Dataset Generation for LLM Unlearning via Knowledge Graph Traversal and Redundancy Removal0
HOLMES: Hyper-Relational Knowledge Graphs for Multi-hop Question Answering using LLMs0
SQALER: Scaling Question Answering by Decoupling Multi-Hop and Logical Reasoning0
HOSE-Net: Higher Order Structure Embedded Network for Scene Graph Generation0
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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