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 701–750 of 2974 papers

TitleStatusHype
CAFE: Knowledge graph completion using neighborhood-aware featuresCode0
Applying BioBERT to Extract Germline Gene-Disease Associations for Building a Knowledge Graph from the Biomedical LiteratureCode0
Knowledge-Enhanced Evidence Retrieval for Counterargument GenerationCode0
CADGE: Context-Aware Dialogue Generation Enhanced with Graph-Structured Knowledge AggregationCode0
Knowledge Enhanced Multi-intent Transformer Network for RecommendationCode0
KGAP: Knowledge Graph Augmented Political Perspective Detection in News MediaCode0
Building Rule Hierarchies for Efficient Logical Rule Learning from Knowledge GraphsCode0
Knowledge-aware Dual-side Attribute-enhanced RecommendationCode0
Knowledge-aware Pronoun Coreference ResolutionCode0
Knowledge-augmented Pre-trained Language Models for Biomedical Relation ExtractionCode0
Knowledge Aware Conversation Generation with Explainable Reasoning over Augmented GraphsCode0
Knowledge Base Completion: Baseline strikes back (Again)Code0
Building Dynamic Knowledge Graphs from Text-based GamesCode0
A Physical Embedding Model for Knowledge GraphsCode0
APEX^2: Adaptive and Extreme Summarization for Personalized Knowledge GraphsCode0
Knowledgeable Storyteller: A Commonsense-Driven Generative Model for Visual StorytellingCode0
BUCA: A Binary Classification Approach to Unsupervised Commonsense Question AnsweringCode0
A General Benchmarking Framework for Text GenerationCode0
A Pattern to Align Them All: Integrating Different Modalities to Define Multi-Modal EntitiesCode0
Know3-RAG: A Knowledge-aware RAG Framework with Adaptive Retrieval, Generation, and FilteringCode0
KHAN: Knowledge-Aware Hierarchical Attention Networks for Accurate Political Stance PredictionCode0
Know-Evolve: Deep Temporal Reasoning for Dynamic Knowledge GraphsCode0
Dual Box Embeddings for the Description Logic EL++Code0
KGPA: Robustness Evaluation for Large Language Models via Cross-Domain Knowledge GraphsCode0
KG-TREAT: Pre-training for Treatment Effect Estimation by Synergizing Patient Data with Knowledge GraphsCode0
KGMark: A Diffusion Watermark for Knowledge GraphsCode0
Bridging Information Gaps in Dialogues With Grounded Exchanges Using Knowledge GraphsCode0
KGUF: Simple Knowledge-aware Graph-based Recommender with User-based Semantic Features FilteringCode0
Knowledge Graph Completion using Structural and Textual EmbeddingsCode0
Look before you Hop: Conversational Question Answering over Knowledge Graphs Using Judicious Context ExpansionCode0
A survey of embedding models of entities and relationships for knowledge graph completionCode0
KG-BERT: BERT for Knowledge Graph CompletionCode0
Biomedical Knowledge Graph Embeddings with Negative StatementsCode0
KEPLER: A Unified Model for Knowledge Embedding and Pre-trained Language RepresentationCode0
KG-CRuSE: Recurrent Walks over Knowledge Graph for Explainable Conversation Reasoning using Semantic EmbeddingsCode0
KBGAN: Adversarial Learning for Knowledge Graph EmbeddingsCode0
K-BERT: Enabling Language Representation with Knowledge GraphCode0
KCD: Knowledge Walks and Textual Cues Enhanced Political Perspective Detection in News MediaCode0
KALM: Knowledge-Aware Integration of Local, Document, and Global Contexts for Long Document UnderstandingCode0
KAMEL : Knowledge Analysis with Multitoken Entities in Language ModelsCode0
Jointly Learning Propagating Features on the Knowledge Graph for Movie RecommendationCode0
Do Language Models Perform Generalizable Commonsense Inference?Code0
Binarized Knowledge Graph EmbeddingsCode0
Does William Shakespeare REALLY Write Hamlet? Knowledge Representation Learning with ConfidenceCode0
Jointly Learning Entity and Relation Representations for Entity AlignmentCode0
KG4RecEval: Does Knowledge Graph Really Matter for Recommender Systems?Code0
Joint Language Semantic and Structure Embedding for Knowledge Graph CompletionCode0
DO-RAG: A Domain-Specific QA Framework Using Knowledge Graph-Enhanced Retrieval-Augmented GenerationCode0
Double Equivariance for Inductive Link Prediction for Both New Nodes and New Relation TypesCode0
Jointly Learning Explainable Rules for Recommendation with Knowledge GraphCode0
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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