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 301–350 of 2974 papers

TitleStatusHype
Generating Long-form Story Using Dynamic Hierarchical Outlining with Memory-EnhancementCode1
Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group LeadersCode1
Extracting Fine-Grained Knowledge Graphs of Scientific Claims: Dataset and Transformer-Based ResultsCode1
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
Can Knowledge Graphs Simplify Text?Code1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
CAKE: A Scalable Commonsense-Aware Framework For Multi-View Knowledge Graph CompletionCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
Complex Logical Reasoning over Knowledge Graphs using Large Language ModelsCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Exploring Large Language Models for Knowledge Graph CompletionCode1
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical ConstraintsCode1
CAFE: Coarse-to-Fine Neural Symbolic Reasoning for Explainable RecommendationCode1
Complex Temporal Question Answering on Knowledge GraphsCode1
Can LLMs be Good Graph Judge for Knowledge Graph Construction?Code1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use caseCode1
Exploring Scholarly Data by Semantic Query on Knowledge Graph Embedding SpaceCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
Convolutional 2D Knowledge Graph EmbeddingsCode1
A Decade of Knowledge Graphs in Natural Language Processing: A SurveyCode1
Hardware-agnostic Computation for Large-scale Knowledge Graph EmbeddingsCode1
Harnessing Large Language Models for Knowledge Graph Question Answering via Adaptive Multi-Aspect Retrieval-AugmentationCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
AutoRDF2GML: Facilitating RDF Integration in Graph Machine LearningCode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
History repeats Itself: A Baseline for Temporal Knowledge Graph ForecastingCode1
HRGraph: Leveraging LLMs for HR Data Knowledge Graphs with Information Propagation-based Job RecommendationCode1
EvoKG: Jointly Modeling Event Time and Network Structure for Reasoning over Temporal Knowledge GraphsCode1
An End-to-End Progressive Multi-Task Learning Framework for Medical Named Entity Recognition and NormalizationCode1
Hyperbolic Deep Neural Networks: A SurveyCode1
ExeKGLib: Knowledge Graphs-Empowered Machine Learning AnalyticsCode1
Advancing Abductive Reasoning in Knowledge Graphs through Complex Logical Hypothesis GenerationCode1
An energy-based model for neuro-symbolic reasoning on knowledge graphsCode1
Convolutional Complex Knowledge Graph EmbeddingsCode1
CR-LT-KGQA: A Knowledge Graph Question Answering Dataset Requiring Commonsense Reasoning and Long-Tail KnowledgeCode1
Improving Knowledge-aware Recommendation with Multi-level Interactive Contrastive LearningCode1
Improving Multi-hop Question Answering over Knowledge Graphs using Knowledge Base EmbeddingsCode1
Enhancing Text-based Knowledge Graph Completion with Zero-Shot Large Language Models: A Focus on Semantic EnhancementCode1
Event Prediction using Case-Based Reasoning over Knowledge GraphsCode1
A*Net: A Scalable Path-based Reasoning Approach for Knowledge GraphsCode1
Inductive Relation Prediction by BERTCode1
Inductive Relation Prediction by Subgraph ReasoningCode1
Benchmarking the Abilities of Large Language Models for RDF Knowledge Graph Creation and Comprehension: How Well Do LLMs Speak Turtle?Code1
Benchmarking the Combinatorial Generalizability of Complex Query Answering on Knowledge GraphsCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
ExpressivE: A Spatio-Functional Embedding For Knowledge Graph CompletionCode1
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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