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 2551–2600 of 2974 papers

TitleStatusHype
ActiveEA: Active Learning for Neural Entity AlignmentCode0
Learning Granularity Representation for Temporal Knowledge Graph CompletionCode0
A Comparative Study on Structural and Semantic Properties of Sentence EmbeddingsCode0
Holographic Embeddings of Knowledge GraphsCode0
Walk-and-Relate: A Random-Walk-based Algorithm for Representation Learning on Sparse Knowledge GraphsCode0
Distance-Based Propagation for Efficient Knowledge Graph ReasoningCode0
Unsupervised Robust Cross-Lingual Entity Alignment via Neighbor Triple Matching with Entity and Relation TextsCode0
Question-Aware Knowledge Graph Prompting for Enhancing Large Language ModelsCode0
Walk Extraction Strategies for Node Embeddings with RDF2Vec in Knowledge GraphsCode0
Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity PredictionCode0
Discriminative Predicate Path Mining for Fact Checking in Knowledge GraphsCode0
Binarized Knowledge Graph EmbeddingsCode0
Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context GranularityCode0
Discovering emergent connections in quantum physics research via dynamic word embeddingsCode0
Retrieval Augmented Generation using Engineering Design KnowledgeCode0
Hierarchical Tree-structured Knowledge Graph For Academic Insight SurveyCode0
Unveiling LLMs: The Evolution of Latent Representations in a Dynamic Knowledge GraphCode0
Hierarchical Relation Extraction with Coarse-to-Fine Grained AttentionCode0
Subgraph-Aware Training of Language Models for Knowledge Graph Completion Using Structure-Aware Contrastive LearningCode0
Hierarchical Blockmodelling for Knowledge GraphsCode0
Learning Rules from KGs Guided by Language ModelsCode0
Learning Semantic Association Rules from Internet of Things DataCode0
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity LinkingCode0
Learning Sequence Encoders for Temporal Knowledge Graph CompletionCode0
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge GraphsCode0
Suggest me a movie for tonight: Leveraging Knowledge Graphs for Conversational RecommendationCode0
Hi-ArG: Exploring the Integration of Hierarchical Argumentation Graphs in Language PretrainingCode0
RAILD: Towards Leveraging Relation Features for Inductive Link Prediction In Knowledge GraphsCode0
Learning to Borrow -- Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph CompletionCode0
Learning to Borrow– Relation Representation for Without-Mention Entity-Pairs for Knowledge Graph CompletionCode0
Learning to Deceive Knowledge Graph Augmented Models via Targeted PerturbationCode0
Learning to Denoise Biomedical Knowledge Graph for Robust Molecular Interaction PredictionCode0
BiasKG: Adversarial Knowledge Graphs to Induce Bias in Large Language ModelsCode0
Learning to Explain Entity Relationships in Knowledge GraphsCode0
Learning to Exploit Long-term Relational Dependencies in Knowledge GraphsCode0
Heterogeneous Hypergraph Embedding for Recommendation SystemsCode0
Learning to Rank Query Graphs for Complex Question Answering over Knowledge GraphsCode0
Differentiating Concepts and Instances for Knowledge Graph EmbeddingCode0
Random Entity Quantization for Parameter-Efficient Compositional Knowledge Graph RepresentationCode0
Ranking Narrative Query Graphs for Biomedical Document Retrieval (Technical Report)Code0
Differentiable Outlier Detection Enable Robust Deep Multimodal AnalysisCode0
Unveiling Relations in the Industry 4.0 Standards Landscape based on Knowledge Graph EmbeddingsCode0
Learning Vertex Representations for Bipartite NetworksCode0
RConE: Rough Cone Embedding for Multi-Hop Logical Query Answering on Multi-Modal Knowledge GraphsCode0
Dict2vec : Learning Word Embeddings using Lexical DictionariesCode0
HCqa: Hybrid and Complex Question Answering on Textual Corpus and Knowledge GraphCode0
Less is More: One-shot Subgraph Reasoning on Large-scale Knowledge GraphsCode0
Lessons from Deep Learning applied to Scholarly Information Extraction: What Works, What Doesn't, and Future DirectionsCode0
Dialogue Benchmark Generation from Knowledge Graphs with Cost-Effective Retrieval-Augmented LLMsCode0
Leveraging class abstraction for commonsense reinforcement learning via residual policy gradient methodsCode0
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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