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 1001–1050 of 2974 papers

TitleStatusHype
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context ExpansionCode0
DebateKG: Automatic Policy Debate Case Creation with Semantic Knowledge GraphsCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
RuDaS: Synthetic Datasets for Rule Learning and Evaluation ToolsCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News MediaCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
DARA: Decomposition-Alignment-Reasoning Autonomous Language Agent for Question Answering over Knowledge GraphsCode0
Assisted Knowledge Graph Authoring: Human-Supervised Knowledge Graph Construction from Natural LanguageCode0
An Analysis of Novel Money Laundering Data Using Heterogeneous Graph Isomorphism Networks. FinCEN Files Case StudyCode0
Feature-based reformulation of entities in triple pattern queriesCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
Adaptive Stochastic Weight AveragingCode0
AutoGMap: Learning to Map Large-scale Sparse Graphs on Memristive CrossbarsCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
Analysis of the Impact of Negative Sampling on Link Prediction in Knowledge GraphsCode0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
Cross-stitching Text and Knowledge Graph Encoders for Distantly Supervised Relation ExtractionCode0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
Cross-lingual Knowledge Graph Alignment via Graph Convolutional NetworksCode0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
Cross-lingual Entity Alignment with Adversarial Kernel Embedding and Adversarial Knowledge TranslationCode0
Cross-lingual Entity Alignment with Incidental SupervisionCode0
Intermediate triple table: A general architecture for virtual knowledge graphsCode0
Developing PUGG for Polish: A Modern Approach to KBQA, MRC, and IR Dataset ConstructionCode0
Interleaving GANs with knowledge graphs to support design creativity for book coversCode0
On the Ambiguity of Rank-Based Evaluation of Entity Alignment or Link Prediction MethodsCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise QuestionsCode0
Integrating Knowledge Graph embedding and pretrained Language Models in Hypercomplex SpacesCode0
Augmenting Neural Machine Translation with Knowledge GraphsCode0
Integrating Social Determinants of Health into Knowledge Graphs: Evaluating Prediction Bias and Fairness in HealthcareCode0
Augmenting Knowledge Graphs for Better Link PredictionCode0
Analysing Biomedical Knowledge Graphs using Prime Adjacency MatricesCode0
ANALOGYKB: Unlocking Analogical Reasoning of Language Models with A Million-scale Knowledge BaseCode0
Creating Knowledge Graphs for Geographic Data on the WebCode0
Integrating Heterogeneous Gene Expression Data through Knowledge Graphs for Improving Diabetes PredictionCode0
InteractE: Improving Convolution-based Knowledge Graph Embeddings by Increasing Feature InteractionsCode0
CPa-WAC: Constellation Partitioning-based Scalable Weighted Aggregation Composition for Knowledge Graph EmbeddingCode0
Augmenting and Tuning Knowledge Graph EmbeddingsCode0
Inductive Relation Prediction from Relational Paths and Context with Hierarchical TransformersCode0
Informed Multi-context 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