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 1351–1400 of 2974 papers

TitleStatusHype
Investigating Graph Structure Information for Entity Alignment with Dangling Cases—0
Incorporating Structured Sentences with Time-enhanced BERT for Fully-inductive Temporal Relation Prediction—0
Deep Active Alignment of Knowledge Graph Entities and SchemataCode0
Graph-ToolFormer: To Empower LLMs with Graph Reasoning Ability via Prompt Dataset Augmented by ChatGPTCode2
DREAM: Adaptive Reinforcement Learning based on Attention Mechanism for Temporal Knowledge Graph Reasoning—0
Toward Practical Entity Alignment Method Design: Insights from New Highly Heterogeneous Knowledge Graph DatasetsCode0
High-Throughput Vector Similarity Search in Knowledge Graphs—0
Attribute-Consistent Knowledge Graph Representation Learning for Multi-Modal Entity Alignment—0
Knowledge Graphs in Practice: Characterizing their Users, Challenges, and Visualization OpportunitiesCode0
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
AISecKG: Knowledge Graph Dataset for Cybersecurity EducationCode1
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
GrapeQA: GRaph Augmentation and Pruning to Enhance Question-Answering—0
From Wide to Deep: Dimension Lifting Network for Parameter-efficient Knowledge Graph Embedding—0
In-depth analysis of music structure as a text network—0
Modeling Relational Patterns for Logical Query Answering over Knowledge Graphs—0
A set of semantic data flow diagrams and its security analysis based on ontologies and knowledge graphsCode0
NASA Science Mission Directorate Knowledge Graph Discovery—0
IMF: Interactive Multimodal Fusion Model for Link PredictionCode1
FVQA 2.0: Introducing Adversarial Samples into Fact-based Visual Question Answering—0
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
WikiCoder: Learning to Write Knowledge-Powered CodeCode1
LUKE-Graph: A Transformer-based Approach with Gated Relational Graph Attention for Cloze-style Reading Comprehension—0
ALIST: Associative Logic for Inference, Storage and Transfer. A Lingua Franca for Inference on the Web—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
Structure Pretraining and Prompt Tuning for Knowledge Graph TransferCode1
Domain Specific Question Answering Over Knowledge Graphs Using Logical Programming and Large Language ModelsCode1
KGLiDS: A Platform for Semantic Abstraction, Linking, and Automation of Data ScienceCode1
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural NetworksCode0
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
OEKG: The Open Event Knowledge Graph—0
Joint Representations of Text and Knowledge Graphs for Retrieval and Evaluation—0
Diversity matters: Robustness of bias measurements in WikidataCode0
PyReason: Software for Open World Temporal LogicCode2
Sequential Query Encoding For Complex Query Answering on Knowledge GraphsCode1
Linking Streets in OpenStreetMap to Persons in Wikidata—0
Time-aware Multiway Adaptive Fusion Network for Temporal Knowledge Graph Question Answering—0
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance PredictionCode0
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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