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 551600 of 2974 papers

TitleStatusHype
Multi-view Self-Constructing Graph Convolutional Networks with Adaptive Class Weighting Loss for Semantic SegmentationCode1
Duplication Detection in Knowledge Graphs: Literature and ToolsCode1
KdConv: A Chinese Multi-domain Dialogue Dataset Towards Multi-turn Knowledge-driven ConversationCode1
Answering Complex Queries in Knowledge Graphs with Bidirectional Sequence EncodersCode1
Graph Hawkes Neural Network for Forecasting on Temporal Knowledge GraphsCode1
What is Normal, What is Strange, and What is Missing in a Knowledge Graph: Unified Characterization via Inductive SummarizationCode1
Self-Constructing Graph Convolutional Networks for Semantic LabelingCode1
Evaluating Logical Generalization in Graph Neural NetworksCode1
A Benchmarking Study of Embedding-based Entity Alignment for Knowledge GraphsCode1
Temporal Attribute Prediction via Joint Modeling of Multi-Relational Structure EvolutionCode1
On the Role of Conceptualization in Commonsense Knowledge Graph ConstructionCode1
Learning Dynamic Belief Graphs to Generalize on Text-Based GamesCode1
A Toolkit for Generating Code Knowledge GraphsCode1
How To Avoid Being Eaten By a Grue: Exploration Strategies for Text-Adventure AgentsCode1
Query2box: Reasoning over Knowledge Graphs in Vector Space using Box EmbeddingsCode1
RDFFrames: Knowledge Graph Access for Machine Learning ToolsCode1
Message Passing Query EmbeddingCode1
MRAEA: An Efficient and Robust Entity Alignment Approach for Cross-lingual Knowledge GraphCode1
Knowledge Graph Embedding for Link Prediction: A Comparative AnalysisCode1
Modeling Global and Local Node Contexts for Text Generation from Knowledge GraphsCode1
Deep Graph Matching ConsensusCode1
Generative Adversarial Zero-Shot Relational Learning for Knowledge GraphsCode1
Bridging Knowledge Graphs to Generate Scene GraphsCode1
Reasoning on Knowledge Graphs with Debate DynamicsCode1
Learning Hierarchy-Aware Knowledge Graph Embeddings for Link PredictionCode1
Inductive Relation Prediction by Subgraph ReasoningCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding SpaceCode1
KagNet: Knowledge-Aware Graph Networks for Commonsense ReasoningCode1
Relation-Aware Entity Alignment for Heterogeneous Knowledge GraphsCode1
Neural Machine Translating from Natural Language to SPARQLCode1
KGAT: Knowledge Graph Attention Network for RecommendationCode1
ASER: A Large-scale Eventuality Knowledge GraphCode1
Text Generation from Knowledge Graphs with Graph TransformersCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
MMKG: Multi-Modal Knowledge GraphsCode1
RotatE: Knowledge Graph Embedding by Relational Rotation in Complex SpaceCode1
TuckER: Tensor Factorization for Knowledge Graph CompletionCode1
Multi-Hop Knowledge Graph Reasoning with Reward ShapingCode1
Embedding Logical Queries on Knowledge GraphsCode1
Scene Graph Parsing as Dependency ParsingCode1
RDF2Vec: RDF Graph Embeddings and Their ApplicationsCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
Modeling Relational Data with Graph Convolutional NetworksCode1
SMART: Relation-Aware Learning of Geometric Representations for Knowledge Graphs0
Topic Modeling and Link-Prediction for Material Property Discovery0
Graph Collaborative Attention Network for Link Prediction in Knowledge GraphsCode0
Context-Driven Knowledge Graph Completion with Semantic-Aware Relational Message Passing0
Enhancing LLM Tool Use with High-quality Instruction Data from Knowledge Graph0
Active Inference AI Systems for Scientific Discovery0
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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