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 1101–1150 of 2974 papers

TitleStatusHype
Generating User-Centred Explanations via Illocutionary Question Answering: From Philosophy to InterfacesCode0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
Generating SROI^- Ontologies via Knowledge Graph Query Embedding LearningCode0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
AdaptBot: Combining LLM with Knowledge Graphs and Human Input for Generic-to-Specific Task Decomposition and Knowledge RefinementCode0
Interleaving GANs with knowledge graphs to support design creativity for book coversCode0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
Context-aware knowledge graph framework for traffic speed forecasting using graph neural networkCode0
Generating Fine-Grained Open Vocabulary Entity Type DescriptionsCode0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature InteractionsCode0
Generating Faithful and Salient Text from Multimodal DataCode0
Generating Explanations to Understand and Repair Embedding-based Entity AlignmentCode0
A Systematic Evaluation of Knowledge Graph Embeddings for Gene-Disease Association PredictionCode0
Geolocation of Cultural Heritage using Multi-View Knowledge Graph EmbeddingCode0
A Benchmark for Semi-Inductive Link Prediction in Knowledge GraphsCode0
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes PredictionCode0
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex SpacesCode0
Informed Multi-context Entity AlignmentCode0
Contextualized Structural Self-supervised Learning for Ontology MatchingCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
Context-Aware Composition of Agent Policies by Markov Decision Process Entity Embeddings and Agent EnsemblesCode0
Inductively Representing Out-of-Knowledge-Graph Entities by Optimal Estimation Under Translational AssumptionsCode0
Context-Aware Adapter Tuning for Few-Shot Relation Learning in Knowledge GraphsCode0
Inductive Link Prediction on N-ary Relational Facts via Semantic Hypergraph ReasoningCode0
Inductive Logical Query Answering in Knowledge GraphsCode0
Inductive Relation Prediction from Relational Paths and Context with Hierarchical TransformersCode0
InterFeat: An Automated Pipeline for Finding Interesting Hypotheses in Structured Biomedical DataCode0
Knowledge-augmented Pre-trained Language Models for Biomedical Relation ExtractionCode0
GammaE: Gamma Embeddings for Logical Queries on Knowledge GraphsCode0
G2S: A General-to-Specific Learning Framework for Temporal Knowledge Graph Forecasting with Large Language ModelsCode0
IndeGx: A Model and a Framework for Indexing RDF Knowledge Graphs with SPARQL-based Test SuitsCode0
Inducing a Decision Tree with Discriminative Paths to Classify Entities in a Knowledge GraphCode0
Incorporating Domain Knowledge into Medical NLI using Knowledge GraphsCode0
Improving the Robustness of Knowledge-Grounded Dialogue via Contrastive LearningCode0
Incorporating Legal Structure in Retrieval-Augmented Generation: A Case Study on Copyright Fair UseCode0
Improving rule mining via embedding-based link predictionCode0
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge GraphsCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
Incorporating Literals into Knowledge Graph EmbeddingsCode0
Gradient Flow of Energy: A General and Efficient Approach for Entity Alignment DecodingCode0
Inducing Discourse Marker Inventories from Lexical Knowledge GraphsCode0
Fully Hyperbolic Rotation for Knowledge Graph EmbeddingCode0
Improving Knowledge Graph Embedding Using Simple ConstraintsCode0
Constructing Temporal Dynamic Knowledge Graphs from Interactive Text-based GamesCode0
Improving Few-Shot Inductive Learning on Temporal Knowledge Graphs using Confidence-Augmented Reinforcement LearningCode0
ActiveEA: Active Learning for Neural Entity AlignmentCode0
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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