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 201–250 of 2974 papers

TitleStatusHype
ClusterEA: Scalable Entity Alignment with Stochastic Training and Normalized Mini-batch SimilaritiesCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
Application of Knowledge Graphs to Provide Side Information for Improved Recommendation AccuracyCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
Embedding Logical Queries on Knowledge GraphsCode1
Enhancing Complex Question Answering over Knowledge Graphs through Evidence Pattern RetrievalCode1
Treat Different Negatives Differently: Enriching Loss Functions with Domain and Range Constraints for Link PredictionCode1
BertNet: Harvesting Knowledge Graphs with Arbitrary Relations from Pretrained Language ModelsCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group LeadersCode1
Communicative Message Passing for Inductive Relation ReasoningCode1
A Decade of Knowledge Graphs in Natural Language Processing: A SurveyCode1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
CBench: Towards Better Evaluation of Question Answering Over Knowledge GraphsCode1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical ConstraintsCode1
Beta Embeddings for Multi-Hop Logical Reasoning in Knowledge GraphsCode1
Bridging Knowledge Graphs to Generate Scene GraphsCode1
Efficient Relation-aware Scoring Function Search for Knowledge Graph EmbeddingCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Enhancing Taxonomy Completion with Concept Generation via Fusing Relational RepresentationsCode1
Complex Temporal Question Answering on Knowledge GraphsCode1
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge GraphsCode1
Facing Changes: Continual Entity Alignment for Growing Knowledge GraphsCode1
A Review of Biomedical Datasets Relating to Drug Discovery: A Knowledge Graph PerspectiveCode1
Construction and Applications of Billion-Scale Pre-Trained Multimodal Business Knowledge GraphCode1
Dynamic Graph Enhanced Contrastive Learning for Chest X-ray Report GenerationCode1
DWUG: A large Resource of Diachronic Word Usage Graphs in Four LanguagesCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
Context-aware Entity Typing in Knowledge GraphsCode1
mmRAG: A Modular Benchmark for Retrieval-Augmented Generation over Text, Tables, and Knowledge GraphsCode1
A Scalable Tool For Analyzing Genomic Variants Of Humans Using Knowledge Graphs and Machine LearningCode1
A Self-supervised Method for Entity AlignmentCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
Dynamic Semantic Graph Construction and Reasoning for Explainable Multi-hop Science Question AnsweringCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
ASER: A Large-scale Eventuality Knowledge GraphCode1
Head-to-Tail: How Knowledgeable are Large Language Models (LLMs)? A.K.A. Will LLMs Replace Knowledge Graphs?Code1
DSKReG: Differentiable Sampling on Knowledge Graph for Recommendation with Relational GNNCode1
Benchmark and Best Practices for Biomedical Knowledge Graph EmbeddingsCode1
A Simple Approach to Case-Based Reasoning in Knowledge BasesCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
Duplication Detection in Knowledge Graphs: Literature and ToolsCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Hyperbolic Contrastive Learning with Model-augmentation for Knowledge-aware RecommendationCode1
IMF: Interactive Multimodal Fusion Model for Link PredictionCode1
EABlock: A Declarative Entity Alignment Block for Knowledge Graph Creation PipelinesCode1
Improving Conversational Recommender Systems via Knowledge Graph based Semantic FusionCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
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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