Matches in Nanopublications for { ?s ?p ?o <https://w3id.org/np/RAVx7L-tHl-XheF8kQ7DFRsxgAXPVzXrgK7z_DxuViXWE/assertion>. }
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- arXiv.2511.11017 type Entity assertion.
- AiAgentDrivenFramework type Workflow assertion.
- BiEtAlCodeKGC type Workflow assertion.
- CuiEtAlKGICL type Workflow assertion.
- GrapherMethod type Workflow assertion.
- KommineniEtAlKGPipeline type Workflow assertion.
- LairgiEtAliText2KG type Workflow assertion.
- NingEtAlFactualExtraction type Workflow assertion.
- XieEtAlPromptKG type Workflow assertion.
- XuEtAlProductKGEmbedding type Workflow assertion.
- YaoEtAlKGLLM type Workflow assertion.
- ZhangEtAlEDCFramework type Workflow assertion.
- ZhuEtAlAutoKG type Workflow assertion.
- AiAgentDrivenFramework label "AI Agent-Driven Framework" assertion.
- BiEtAlCodeKGC label "CodeKGC" assertion.
- CuiEtAlKGICL label "KG-ICL" assertion.
- GrapherMethod label "Grapher" assertion.
- KommineniEtAlKGPipeline label "Kommineni et al.'s Pipeline" assertion.
- LairgiEtAliText2KG label "iText2KG" assertion.
- NingEtAlFactualExtraction label "Ning et al.'s Factual Knowledge Extraction" assertion.
- XieEtAlPromptKG label "PromptKG" assertion.
- XuEtAlProductKGEmbedding label "Xu et al.'s Embedding Method" assertion.
- YaoEtAlKGLLM label "KG-LLM" assertion.
- ZhangEtAlEDCFramework label "EDC Framework" assertion.
- ZhuEtAlAutoKG label "AutoKG Framework" assertion.
- AiAgentDrivenFramework comment "This framework uses LLM-powered agents to automate the entire process of Knowledge Graph construction. It involves three main stages: ontology creation and expansion (entity/relation discovery), ontology refinement (schema improvement), and knowledge graph population (instance extraction) from unstructured product descriptions, directly addressing KG construction tasks." assertion.
- BiEtAlCodeKGC comment "Presented by Bi et al., CodeKGC is a method that employs code LLMs and schema-aware prompts for generative KG tasks, enhanced by rationale-based generation." assertion.
- CuiEtAlKGICL comment "Proposed by Cui et al., KG-ICL is a method that combines in-context learning with a prompt graph and unified tokenization to achieve strong generalization across various KG tasks." assertion.
- GrapherMethod comment "Grapher is discussed as a method that generates end-to-end KGs by dividing tasks into entity and relation extraction using pre-trained Language Models." assertion.
- KommineniEtAlKGPipeline comment "This method is mentioned as a prior LLM-based pipeline that aims to minimize human intervention in KG construction by incorporating competency-question-based ontology generation and LLM-driven evaluation." assertion.
- LairgiEtAliText2KG comment "Proposed by Lairgi et al., this method is presented as a zero-shot, plug-and-play system for distilling unstructured input into KGs with minimal post-processing." assertion.
- NingEtAlFactualExtraction comment "This method by Ning et al. explores factual knowledge extraction for KGs via prompt templates and parameter tuning to improve accuracy." assertion.
- XieEtAlPromptKG comment "Xie et al. introduced PromptKG, a toolkit designed to integrate prompt-learning methods for various Knowledge Graph applications." assertion.
- XuEtAlProductKGEmbedding comment "This embedding method, proposed by Xu et al., is tailored for product KGs and uses multimodal data to enhance KG completion and recommendation tasks." assertion.
- YaoEtAlKGLLM comment "This method, presented by Yao et al., utilizes entity/relation prompts for triple classification and relation prediction, focusing on Knowledge Graph completion tasks." assertion.
- ZhangEtAlEDCFramework comment "This method, proposed by Zhang et al., is discussed as a prior LLM-based approach for automated KG construction, which separates open information extraction, schema creation, and canonicalization." assertion.
- ZhuEtAlAutoKG comment "This framework, introduced by Zhu et al., is discussed as a multi-agent system that combines LLMs with external data for KG construction." assertion.
- AiAgentDrivenFramework subject LLMAugmentedKGConstruction assertion.
- arXiv.2511.11017 title "AI Agent-Driven Framework for Automated Product Knowledge Graph Construction in E-Commerce" assertion.
- arXiv.2511.11017 describes AiAgentDrivenFramework assertion.
- arXiv.2511.11017 discusses BiEtAlCodeKGC assertion.
- arXiv.2511.11017 discusses CuiEtAlKGICL assertion.
- arXiv.2511.11017 discusses GrapherMethod assertion.
- arXiv.2511.11017 discusses KommineniEtAlKGPipeline assertion.
- arXiv.2511.11017 discusses LairgiEtAliText2KG assertion.
- arXiv.2511.11017 discusses NingEtAlFactualExtraction assertion.
- arXiv.2511.11017 discusses XieEtAlPromptKG assertion.
- arXiv.2511.11017 discusses XuEtAlProductKGEmbedding assertion.
- arXiv.2511.11017 discusses YaoEtAlKGLLM assertion.
- arXiv.2511.11017 discusses ZhangEtAlEDCFramework assertion.
- arXiv.2511.11017 discusses ZhuEtAlAutoKG assertion.
- AiAgentDrivenFramework hasTopCategory LLMAugmentedKG assertion.