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 1726–1750 of 2974 papers

TitleStatusHype
Enhancing Clinical Evidence Recommendation with Multi-Channel Heterogeneous Learning on Evidence Graphs—0
PK-Chat: Pointer Network Guided Knowledge Driven Generative Dialogue ModelCode0
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement LearningCode0
HyConvE: A Novel Embedding Model for Knowledge Hypergraph Link Prediction with Convolutional Neural Networks—0
Company Competition Graph—0
Inductive Relation Prediction from Relational Paths and Context with Hierarchical TransformersCode0
Pre-training Transformers for Knowledge Graph Completion—0
Mutually-paced Knowledge Distillation for Cross-lingual Temporal Knowledge Graph Reasoning—0
Voice-Based Conversational Agents and Knowledge Graphs for Improving News Search in Assisted Living—0
Knowledge Graphs: Opportunities and Challenges—0
Enhancing Embedding Representations of Biomedical Data using Logic Knowledge—0
From Wide to Deep: Dimension Lifting Network for Parameter-efficient Knowledge Graph Embedding—0
GrapeQA: GRaph Augmentation and Pruning to Enhance Question-Answering—0
Modeling Relational Patterns for Logical Query Answering over Knowledge Graphs—0
In-depth analysis of music structure as a text network—0
NASA Science Mission Directorate Knowledge Graph Discovery—0
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphsCode0
FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering—0
ALIST: Associative Logic for Inference, Storage and Transfer. A Lingua Franca for Inference on the Web—0
LUKE-Graph: A Transformer-based Approach with Gated Relational Graph Attention for Cloze-style Reading Comprehension—0
Sparse and Local Networks for Hypergraph Reasoning—0
Comprehensive Event Representations using Event Knowledge Graphs and Natural Language Processing—0
The Contribution of Knowledge in Visiolinguistic Learning: A Survey on Tasks and Challenges—0
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural NetworksCode0
Joint Representations of Text and Knowledge Graphs for Retrieval and Evaluation—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