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
Evaluating the Factuality of Large Language Models using Large-Scale Knowledge GraphsCode1
EventEA: Benchmarking Entity Alignment for Event-centric Knowledge GraphsCode1
CokeBERT: Contextual Knowledge Selection and Embedding towards Enhanced Pre-Trained Language ModelsCode1
ExeKGLib: Knowledge Graphs-Empowered Machine Learning AnalyticsCode1
EXplainable Neural-Symbolic Learning (X-NeSyL) methodology to fuse deep learning representations with expert knowledge graphs: the MonuMAI cultural heritage use caseCode1
Exploring Large Language Models for Knowledge Graph CompletionCode1
A Decade of Knowledge Graphs in Natural Language Processing: A SurveyCode1
Continual Learning of Knowledge Graph EmbeddingsCode1
Faithfully Explainable Recommendation via Neural Logic ReasoningCode1
Fast and Continual Knowledge Graph Embedding via Incremental LoRACode1
A Survey on Temporal Knowledge Graph Completion: Taxonomy, Progress, and ProspectsCode1
FiTs: Fine-grained Two-stage Training for Knowledge-aware Question AnsweringCode1
Contextual Graph Attention for Answering Logical Queries over Incomplete Knowledge GraphsCode1
Fork or Fail: Cycle-Consistent Training with Many-to-One MappingsCode1
Conversational Question Answering over Knowledge Graphs with Transformer and Graph Attention NetworksCode1
CuriousLLM: Elevating Multi-Document QA with Reasoning-Infused Knowledge Graph PromptingCode1
Are Message Passing Neural Networks Really Helpful for Knowledge Graph Completion?Code1
Fuzzy Logic Based Logical Query Answering on Knowledge GraphsCode1
Developing a Scalable Benchmark for Assessing Large Language Models in Knowledge Graph EngineeringCode1
Generating Knowledge Graphs by Employing Natural Language Processing and Machine Learning Techniques within the Scholarly DomainCode1
Interesting Scientific Idea Generation using Knowledge Graphs and LLMs: Evaluations with 100 Research Group LeadersCode1
Generative Adversarial Zero-Shot Relational Learning for Knowledge GraphsCode1
Beyond NED: Fast and Effective Search Space Reduction for Complex Question Answering over Knowledge BasesCode1
Complex Reasoning over Logical Queries on Commonsense Knowledge GraphsCode1
Complex Query Answering with Neural Link PredictorsCode1
Complex Temporal Question Answering on Knowledge GraphsCode1
Complex Logical Reasoning over Knowledge Graphs using Large Language ModelsCode1
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over WikidataCode1
Explainable Link Prediction for Emerging Entities in Knowledge GraphsCode1
Graph Neural Networks with Learnable Structural and Positional RepresentationsCode1
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
Complex Query Answering on Eventuality Knowledge Graph with Implicit Logical ConstraintsCode1
Graphusion: Leveraging Large Language Models for Scientific Knowledge Graph Fusion and Construction in NLP EducationCode1
Grounding Dialogue Systems via Knowledge Graph Aware Decoding with Pre-trained TransformersCode1
HAHE: Hierarchical Attention for Hyper-Relational Knowledge Graphs in Global and Local LevelCode1
ASER: A Large-scale Eventuality Knowledge GraphCode1
Harnessing Diverse Perspectives: A Multi-Agent Framework for Enhanced Error Detection in Knowledge GraphsCode1
ConE: Cone Embeddings for Multi-Hop Reasoning over Knowledge GraphsCode1
Analyzing Knowledge Graph Embedding Methods from a Multi-Embedding Interaction PerspectiveCode1
A Simple Approach to Case-Based Reasoning in Knowledge BasesCode1
How to Train Your Agent to Read and WriteCode1
A Knowledge Graph Embeddings based Approach for Author Name Disambiguation using LiteralsCode1
ComFact: A Benchmark for Linking Contextual Commonsense KnowledgeCode1
Hyperbolic Deep Neural Networks: A SurveyCode1
HyperFormer: Enhancing Entity and Relation Interaction for Hyper-Relational Knowledge Graph CompletionCode1
AutoAlign: Fully Automatic and Effective Knowledge Graph Alignment enabled by Large Language ModelsCode1
Common Sense Enhanced Knowledge-based Recommendation with Large Language ModelCode1
A Universal Question-Answering Platform for Knowledge GraphsCode1
CogMG: Collaborative Augmentation Between Large Language Model and Knowledge GraphCode1
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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