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

Showing 401450 of 2974 papers

TitleStatusHype
Enhancing High-order Interaction Awareness in LLM-based Recommender ModelCode1
Mixture-of-Partitions: Infusing Large Biomedical Knowledge Graphs into BERTCode1
Enhancing Taxonomy Completion with Concept Generation via Fusing Relational RepresentationsCode1
EnriCo: Enriched Representation and Globally Constrained Inference for Entity and Relation ExtractionCode1
Modeling Relational Data with Graph Convolutional NetworksCode1
Modeling Worlds in TextCode1
Application of Knowledge Graphs to Provide Side Information for Improved Recommendation AccuracyCode1
Entity-Agnostic Representation Learning for Parameter-Efficient Knowledge Graph EmbeddingCode1
Graphusion: A RAG Framework for Knowledge Graph Construction with a Global PerspectiveCode1
CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable RecommendationCode1
μKG: A Library for Multi-source Knowledge Graph Embeddings and ApplicationsCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained TransformersCode1
Multi-Hop Knowledge Graph Reasoning with Reward ShapingCode1
How To Avoid Being Eaten By a Grue: Exploration Strategies for Text-Adventure AgentsCode1
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge GraphsCode1
Can LLMs be Good Graph Judge for Knowledge Graph Construction?Code1
Evaluating Logical Generalization in Graph Neural NetworksCode1
Event Prediction using Case-Based Reasoning over Knowledge GraphsCode1
Along the Time: Timeline-traced Embedding for Temporal Knowledge Graph CompletionCode1
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge GraphsCode1
Multi-Task Learning for Knowledge Graph Completion with Pre-trained Language ModelsCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
Neighborhood Matching Network for Entity AlignmentCode1
COMET-ATOMIC 2020: On Symbolic and Neural Commonsense Knowledge GraphsCode1
GraphLog: A Benchmark for Measuring Logical Generalization in Graph Neural NetworksCode1
Information Obfuscation of Graph Neural NetworksCode1
A Toolkit for Generating Code Knowledge GraphsCode1
causalgraph: A Python Package for Modeling, Persisting and Visualizing Causal Graphs Embedded in Knowledge GraphsCode1
Neural Methods for Logical Reasoning Over Knowledge GraphsCode1
GraphArena: Benchmarking Large Language Models on Graph Computational ProblemsCode1
Causality-aware Concept Extraction based on Knowledge-guided PromptingCode1
Faithfully Explainable Recommendation via Neural Logic ReasoningCode1
NodePiece: Compositional and Parameter-Efficient Representations of Large Knowledge GraphsCode1
Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion?Code1
CBench: Towards Better Evaluation of Question Answering Over Knowledge GraphsCode1
Exploring Large Language Models for Knowledge Graph CompletionCode1
OBA: An Ontology-Based Framework for Creating REST APIs for Knowledge GraphsCode1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
Expressive Scene Graph Generation Using Commonsense Knowledge Infusion for Visual Understanding and ReasoningCode1
Graph Neural Networks with Learnable Structural and Positional RepresentationsCode1
On the Role of Conceptualization in Commonsense Knowledge Graph ConstructionCode1
Extracting Summary Knowledge Graphs from Long DocumentsCode1
Generative Adversarial Zero-Shot Relational Learning for Knowledge GraphsCode1
CODER: Knowledge infused cross-lingual medical term embedding for term normalizationCode1
Facing Changes: Continual Entity Alignment for Growing Knowledge GraphsCode1
Generative Knowledge Graph Construction: A ReviewCode1
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
FedE: Embedding Knowledge Graphs in Federated SettingCode1
CoDEx: A Comprehensive Knowledge Graph Completion BenchmarkCode1
Show:102550
← PrevPage 9 of 60Next →

Benchmark Results

#ModelMetricClaimedVerifiedStatus
1MarT_MKGformerMRR0.34Unverified
2MKGformerMRR0.32Unverified
3MarT_FLAVAMRR0.29Unverified
4ViLBERTMRR0.29Unverified
5IKRL (ANALOGY)MRR0.28Unverified
6IKRLMRR0.27Unverified
7ViLTMRR0.26Unverified
8TransAEMRR0.22Unverified
#ModelMetricClaimedVerifiedStatus
1WorldformerSet accuracy39.15Unverified
2Q*BERTSet accuracy32.78Unverified
3GATA-WSet accuracy24.06Unverified
4WorldformerSet accuracy23.22Unverified
5Seq2SeqSet accuracy14.29Unverified
6RulesSet accuracy4.7Unverified
#ModelMetricClaimedVerifiedStatus
1TransE-ConcatTest MRR85.48Unverified
2ComplEx-ConcatTest MRR0.86Unverified
3ComplEx-RoBERTaTest MRR0.72Unverified
4TransE-RoBERTaTest MRR0.63Unverified
#ModelMetricClaimedVerifiedStatus
1COMPLEXMRR0.59Unverified