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 801–850 of 2974 papers

TitleStatusHype
KGMark: A Diffusion Watermark for Knowledge GraphsCode0
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News MediaCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
Learning Efficient and Generalizable Graph Retriever for Knowledge-Graph Question AnsweringCode0
Distance-Based Propagation for Efficient Knowledge Graph ReasoningCode0
Building Dynamic Knowledge Graphs from Text-based GamesCode0
Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity PredictionCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
Learning Sequence Encoders for Temporal Knowledge Graph CompletionCode0
Building Rule Hierarchies for Efficient Logical Rule Learning from Knowledge GraphsCode0
ELDEN: Improved Entity Linking Using Densified Knowledge GraphsCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
Discriminative Predicate Path Mining for Fact Checking in Knowledge GraphsCode0
Embedding-Based Entity Alignment Using Relation Structural SimilarityCode0
Embedding Knowledge Graphs Attentive to Positional and Centrality QualitiesCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
Learning to Rank Query Graphs for Complex Question Answering over Knowledge GraphsCode0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
Discovering Hypernymy in Text-Rich Heterogeneous Information Network by Exploiting Context GranularityCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
Applying BioBERT to Extract Germline Gene-Disease Associations for Building a Knowledge Graph from the Biomedical LiteratureCode0
Discovering emergent connections in quantum physics research via dynamic word embeddingsCode0
Embedding Uncertain Knowledge GraphsCode0
Online Detection of Anomalies in Temporal Knowledge Graphs with InterpretabilityCode0
Leveraging small language models for Text2SPARQL tasks to improve the resilience of AI assistanceCode0
Employing Argumentation Knowledge Graphs for Neural Argument GenerationCode0
Leveraging Wikidata's edit history in knowledge graph refinement tasksCode0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
Knowledge Graph Entity Alignment with Graph Convolutional Networks: Lessons LearnedCode0
Combining Inductive and Deductive Reasoning for Query Answering over Incomplete Knowledge GraphsCode0
Bending the Future: Autoregressive Modeling of Temporal Knowledge Graphs in Curvature-Variable Hyperbolic SpacesCode0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
Enabling knowledge discovery in natural hazard engineering datasets on DesignSafeCode0
Evaluating and Enhancing Large Language Models for Conversational Reasoning on Knowledge GraphsCode0
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
AutoLLM-CARD: Towards a Description and Landscape of Large Language ModelsCode0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
End-to-End Learning on Multimodal Knowledge GraphsCode0
End-to-end Structure-Aware Convolutional Networks for Knowledge Base CompletionCode0
Logic Query of Thoughts: Guiding Large Language Models to Answer Complex Logic Queries with Knowledge GraphsCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
Differentiating Concepts and Instances for Knowledge Graph EmbeddingCode0
Cardinality Estimation over Knowledge Graphs with Embeddings and Graph Neural NetworksCode0
Benchmarking neural embeddings for link prediction in knowledge graphs under semantic and structural changesCode0
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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