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 751–800 of 2974 papers

TitleStatusHype
Biomedical Knowledge Graph Embeddings with Negative StatementsCode0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge GraphsCode0
Knowledge-augmented Pre-trained Language Models for Biomedical Relation ExtractionCode0
Knowledge-Enriched Visual StorytellingCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation TypesCode0
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance PredictionCode0
DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented GenerationCode0
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge GraphsCode0
Knowledge-aware Dual-side Attribute-enhanced RecommendationCode0
Knowledge-aware Pronoun Coreference ResolutionCode0
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge GraphsCode0
KGMark: A Diffusion Watermark for Knowledge GraphsCode0
KG-FPQ: Evaluating Factuality Hallucination in LLMs with Knowledge Graph-based False Premise QuestionsCode0
Do Language Models Perform Generalizable Commonsense Inference?Code0
Binarized Knowledge Graph EmbeddingsCode0
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with ConfidenceCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?Code0
Knowledge Generation -- Variational Bayes on Knowledge GraphsCode0
Annotative IndexingCode0
Knowledge Graph Completion with Mixed Geometry Tensor FactorizationCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
Bidirectional End-to-End Learning of Retriever-Reader Paradigm for Entity LinkingCode0
KEHRL: Learning Knowledge-Enhanced Language Representations with Hierarchical Reinforcement LearningCode0
Knowledge Graph Embeddings in the Biomedical Domain: Are They Useful? A Look at Link Prediction, Rule Learning, and Downstream Polypharmacy TasksCode0
BiasKG: Adversarial Knowledge Graphs to Induce Bias in Large Language ModelsCode0
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News MediaCode0
Bias in Knowledge Graphs -- an Empirical Study with Movie Recommendation and Different Language Editions of DBpediaCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
Diversity matters: Robustness of bias measurements in WikidataCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
EARL: Joint Entity and Relation Linking for Question Answering over Knowledge GraphsCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
Joint Pre-training and Local Re-training: Transferable Representation Learning on Multi-source Knowledge GraphsCode0
edge2vec: Representation learning using edge semantics for biomedical knowledge discoveryCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
Distance-Based Propagation for Efficient Knowledge Graph ReasoningCode0
Distance-aware Molecule Graph Attention Network for Drug-Target Binding Affinity PredictionCode0
Iteratively Learning Representations for Unseen Entities with Inter-Rule CorrelationsCode0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
IRT2: Inductive Linking and Ranking in Knowledge Graphs of Varying ScaleCode0
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question AnsweringCode0
Interpretable Multi-hop Reasoning for Forecasting Future Links on Temporal Knowledge GraphsCode0
Iterative Entity Alignment via Joint Knowledge EmbeddingsCode0
Discriminative Predicate Path Mining for Fact Checking in Knowledge GraphsCode0
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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