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 14011450 of 2974 papers

TitleStatusHype
A review of feature selection strategies utilizing graph data structures and knowledge graphs0
Entity Type Prediction Leveraging Graph Walks and Entity Descriptions0
Entity Type Prediction in Knowledge Graphs using Embeddings0
ChronoR: Rotation Based Temporal Knowledge Graph Embedding0
Entity Profiling in Knowledge Graphs0
Entity Prediction in Knowledge Graphs with Joint Embeddings0
A Retrieval-Augmented Knowledge Mining Method with Deep Thinking LLMs for Biomedical Research and Clinical Support0
Entity Extraction from Wikipedia List Pages0
Chinese Hypernym-Hyponym Extraction from User Generated Categories0
Entity Context Graph: Learning Entity Representations fromSemi-Structured Textual Sources on the Web0
Chatting with Papers: A Hybrid Approach Using LLMs and Knowledge Graphs0
A RelEntLess Benchmark for Modelling Graded Relations between Named Entities0
AI-driven E-Liability Knowledge Graphs: A Comprehensive Framework for Supply Chain Carbon Accounting and Emissions Liability Management0
A Comprehensive Survey on Automatic Knowledge Graph Construction0
MMPKUBase: A Comprehensive and High-quality Chinese Multi-modal Knowledge Graph0
Multi-Level Querying using A Knowledge Pyramid0
Entity Alignment with Reliable Path Reasoning and Relation-Aware Heterogeneous Graph Transformer0
ChatRule: Mining Logical Rules with Large Language Models for Knowledge Graph Reasoning0
Entity Alignment For Knowledge Graphs: Progress, Challenges, and Empirical Studies0
A Relation-Interactive Approach for Message Passing in Hyper-relational Knowledge Graphs0
Enterprise Use Cases Combining Knowledge Graphs and Natural Language Processing0
EntailE: Introducing Textual Entailment in Commonsense Knowledge Graph Completion0
LLMs Plagiarize: Ensuring Responsible Sourcing of Large Language Model Training Data Through Knowledge Graph Comparison0
ChatGPT versus Traditional Question Answering for Knowledge Graphs: Current Status and Future Directions Towards Knowledge Graph Chatbots0
AI Assistants for Spaceflight Procedures: Combining Generative Pre-Trained Transformer and Retrieval-Augmented Generation on Knowledge Graphs With Augmented Reality Cues0
Ensuring Readability and Data-fidelity using Head-modifier Templates in Deep Type Description Generation0
Give Us the Facts: Enhancing Large Language Models with Knowledge Graphs for Fact-aware Language Modeling0
Enriching Wikidata with Linked Open Data0
A Relational Tucker Decomposition for Multi-Relational Link Prediction0
Enriching a Fashion Knowledge Graph from Product Textual Descriptions0
Enhancing Text2Cypher with Schema Filtering0
Chain-of-Knowledge: Integrating Knowledge Reasoning into Large Language Models by Learning from Knowledge Graphs0
Are Large Language Models the New Interface for Data Pipelines?0
A Hybrid Model for Learning Embeddings and Logical Rules Simultaneously from Knowledge Graphs0
A Comprehensive Framework for Reliable Legal AI: Combining Specialized Expert Systems and Adaptive Refinement0
Enhancing Supply Chain Visibility with Generative AI: An Exploratory Case Study on Relationship Prediction in Knowledge Graphs0
Enhancing Supply Chain Visibility with Knowledge Graphs and Large Language Models0
Enhancing Structured-Data Retrieval with GraphRAG: Soccer Data Case Study0
Chain of History: Learning and Forecasting with LLMs for Temporal Knowledge Graph Completion0
Enhancing Patent Retrieval using Text and Knowledge Graph Embeddings: A Technical Note0
Enhancing Multi-Hop Knowledge Graph Reasoning through Reward Shaping Techniques0
Enhancing LLM Tool Use with High-quality Instruction Data from Knowledge Graph0
CEGRL-TKGR: A Causal Enhanced Graph Representation Learning Framework for Temporal Knowledge Graph Reasoning0
Enhancing Large Language Models with Reward-guided Tree Search for Knowledge Graph Question and Answering0
Enhancing Large Language Models with Pseudo- and Multisource- Knowledge Graphs for Open-ended Question Answering0
Causal knowledge graph analysis identifies adverse drug effects0
Enhancing Large Language Models (LLMs) for Telecommunications using Knowledge Graphs and Retrieval-Augmented Generation0
CausalKG: Causal Knowledge Graph Explainability using interventional and counterfactual reasoning0
Enhancing Knowledge Graph Construction Using Large Language Models0
Enhancing Knowledge Graph Completion with GNN Distillation and Probabilistic Interaction Modeling0
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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