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 2301–2350 of 2974 papers

TitleStatusHype
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News MediaCode0
OpenKE: An Open Toolkit for Knowledge EmbeddingCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
CognTKE: A Cognitive Temporal Knowledge Extrapolation FrameworkCode0
Open-Set Knowledge-Based Visual Question Answering with Inference PathsCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
Open-World Knowledge Graph CompletionCode0
Cognitive Knowledge Graph Reasoning for One-shot Relational LearningCode0
Uncovering the Semantics of Wikipedia CategoriesCode0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
Optimal Embedding Guided Negative Sample Generation for Knowledge Graph Link PredictionCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
Uncovering Values: Detecting Latent Moral Content from Natural Language with Explainable and Non-Trained MethodsCode0
CoCoLM: COmplex COmmonsense Enhanced Language Model with Discourse RelationsCode0
Understanding Adverse Biological Effect Predictions Using Knowledge GraphsCode0
Orometric Methods in Bounded Metric DataCode0
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise QuestionsCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
OTIEA:Ontology-enhanced Triple Intrinsic-Correlation for Cross-lingual Entity AlignmentCode0
EL Embeddings: Geometric construction of models for the Description Logic EL ++Code0
ELDEN: Improved Entity Linking Using Densified Knowledge GraphsCode0
Towards Learning Instantiated Logical Rules from Knowledge GraphsCode0
Shrinking Embeddings for Hyper-Relational Knowledge GraphsCode0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
KGMark: A Diffusion Watermark for Knowledge GraphsCode0
Out-of-Vocabulary Entities in Link PredictionCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge GraphsCode0
Overview of STEM Science as Process, Method, Material, and Data Named EntitiesCode0
Efficient Relation-aware Neighborhood Aggregation in Graph Neural Networks via Tensor DecompositionCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
Efficient Parallel Translating Embedding For Knowledge GraphsCode0
Understanding and Guiding Weakly Supervised Entity Alignment with Potential Isomorphism PropagationCode0
Signal Knowledge GraphCode0
PaperRobot: Incremental Draft Generation of Scientific IdeasCode0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge GraphsCode0
ParaGraphE: A Library for Parallel Knowledge Graph EmbeddingCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
Efficient Dependency Analysis for Rule-Based OntologiesCode0
ParaQA: A Question Answering Dataset with Paraphrase Responses for Single-Turn ConversationCode0
PaTeCon: A Pattern-Based Temporal Constraint Mining Method for Conflict Detection on Knowledge GraphsCode0
Path Based Hierarchical Clustering on Knowledge GraphsCode0
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance PredictionCode0
A Relation Extraction Dataset for Knowledge Extraction from Web TablesCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
PathE: Leveraging Entity-Agnostic Paths for Parameter-Efficient Knowledge Graph EmbeddingsCode0
Fine-Grained Stateful Knowledge Exploration: A Novel Paradigm for Integrating Knowledge Graphs with Large Language ModelsCode0
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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