RAL9lCutIN

https://w3id.org/np/RAL9lCutINBZpB6ZX96HCrdh0H7OCOK8uXfJkz9iBg2I8

 RAL9lCutIN ▼ comment approve/disapprove edit as derived nanopublication

https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/dc/terms/title

title

(this is a literal)

"PediatricsGPT: Large Language Models as Chinese Medical Assistants for Pediatric Applications"

.

https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/describes

describes

https://neverblink.eu/ontologi...nstructionPretrainingMechanism

hybridInstructionPretrainingMechanism

.

https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/describes

describes

https://neverblink.eu/ontologi...edgeEnhancedPromptForCptCorpus

knowledgeEnhancedPromptForCptCorpus

.

https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/describes

describes

https://neverblink.eu/ontologi...gDrivenInstructionBuildingRule

rolePlayingDrivenInstructionBuildingRule

.

https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

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discusses

https://neverblink.eu/ontologies/llm-kg/methods#baichuan2Chat

baichuan2Chat

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https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

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discusses

https://neverblink.eu/ontologies/llm-kg/methods#chatGPT

chatGPT

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https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#discMedLLM

discMedLLM

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https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#gPT4

gPT4

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https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#huatuoGPT

huatuoGPT

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https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#huatuoGPTII

huatuoGPTII

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https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#llama31

llama31

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https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#meditron

meditron

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https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#rLHF

rLHF

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https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#vanillaDPO

vanillaDPO

.

https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#vanillaSingleLoRA

vanillaSingleLoRA

.

https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://purl.org/spar/cito/discusses

discusses

https://neverblink.eu/ontologies/llm-kg/methods#zhongjing

zhongjing

.

https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://www.w3.org/ns/prov#Entity

Entity

.

https://neverblink.eu/ontologies/llm-kg/methods#baichuan2Chat

baichuan2Chat

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#baichuan2Chat

baichuan2Chat

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Baichuan2-7B/13B (Chat)"

.

https://neverblink.eu/ontologies/llm-kg/methods#chatGPT

chatGPT

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#chatGPT

chatGPT

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"ChatGPT"

.

https://neverblink.eu/ontologies/llm-kg/methods#discMedLLM

discMedLLM

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#discMedLLM

discMedLLM

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"DISC-MedLLM (13B)"

.

https://neverblink.eu/ontologies/llm-kg/methods#gPT4

gPT4

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#gPT4

gPT4

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"GPT-4"

.

https://neverblink.eu/ontologies/llm-kg/methods#huatuoGPT

huatuoGPT

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#huatuoGPT

huatuoGPT

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"HuatuoGPT (13B)"

.

https://neverblink.eu/ontologies/llm-kg/methods#huatuoGPTII

huatuoGPTII

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#huatuoGPTII

huatuoGPTII

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"HuatuoGPT-II (13B)"

.

https://neverblink.eu/ontologi...nstructionPretrainingMechanism

hybridInstructionPretrainingMechanism

http://purl.org/dc/terms/subject

subject

https://neverblink.eu/ontologi...ories#KGEnhancedLLMPretraining

KGEnhancedLLMPretraining

.

https://neverblink.eu/ontologi...nstructionPretrainingMechanism

hybridInstructionPretrainingMechanism

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologi...nstructionPretrainingMechanism

hybridInstructionPretrainingMechanism

http://www.w3.org/2000/01/rdf-schema#comment

comment

(this is a literal)

"This method is introduced during the Continuous Pre-training (CPT) phase of PediatricsGPT. It leverages data from PedCorpus (which incorporates knowledge graph resources) by assembling instruction data into completion forms and assimilating them into plain texts. This mechanism explicitly aims to bridge knowledge discrepancies and enhance the LLM's medical domain adaptation during pre-training."

.

https://neverblink.eu/ontologi...nstructionPretrainingMechanism

hybridInstructionPretrainingMechanism

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Hybrid Instruction Pre-training Mechanism"

.

https://neverblink.eu/ontologi...nstructionPretrainingMechanism

hybridInstructionPretrainingMechanism

https://neverblink.eu/ontologies/llm-kg/hasTopCategory

hasTopCategory

https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM

KGEnhancedLLM

.

https://neverblink.eu/ontologi...edgeEnhancedPromptForCptCorpus

knowledgeEnhancedPromptForCptCorpus

http://purl.org/dc/terms/subject

subject

https://neverblink.eu/ontologi...ories#KGEnhancedLLMPretraining

KGEnhancedLLMPretraining

.

https://neverblink.eu/ontologi...edgeEnhancedPromptForCptCorpus

knowledgeEnhancedPromptForCptCorpus

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologi...edgeEnhancedPromptForCptCorpus

knowledgeEnhancedPromptForCptCorpus

http://www.w3.org/2000/01/rdf-schema#comment

comment

(this is a literal)

"This method uses specific prompts to transform structured instruction data from the KG-inclusive PedCorpus dataset into comprehensive medical knowledge texts. These texts are integrated into the PedCorpus-CPT dataset. This process directly enriches the continuous pre-training corpus for the LLM, thereby improving its knowledge expression during pre-training."

.

https://neverblink.eu/ontologi...edgeEnhancedPromptForCptCorpus

knowledgeEnhancedPromptForCptCorpus

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Knowledge-enhanced Prompt for CPT Corpus"

.

https://neverblink.eu/ontologi...edgeEnhancedPromptForCptCorpus

knowledgeEnhancedPromptForCptCorpus

https://neverblink.eu/ontologies/llm-kg/hasTopCategory

hasTopCategory

https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM

KGEnhancedLLM

.

https://neverblink.eu/ontologies/llm-kg/methods#llama31

llama31

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#llama31

llama31

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Llama3.1-8B"

.

https://neverblink.eu/ontologies/llm-kg/methods#meditron

meditron

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#meditron

meditron

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Meditron-7B"

.

https://neverblink.eu/ontologies/llm-kg/methods#rLHF

rLHF

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#rLHF

rLHF

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"RLHF"

.

https://neverblink.eu/ontologi...gDrivenInstructionBuildingRule

rolePlayingDrivenInstructionBuildingRule

http://purl.org/dc/terms/subject

subject

https://neverblink.eu/ontologi...ories#KGEnhancedLLMPretraining

KGEnhancedLLMPretraining

.

https://neverblink.eu/ontologi...gDrivenInstructionBuildingRule

rolePlayingDrivenInstructionBuildingRule

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologi...gDrivenInstructionBuildingRule

rolePlayingDrivenInstructionBuildingRule

http://www.w3.org/2000/01/rdf-schema#comment

comment

(this is a literal)

"This rule describes a method within PedCorpus construction that uses GPT-4 API to generate specialized pediatric instructions. It explicitly extracts knowledge from pediatric textbooks, guidelines, and knowledge graphs to create high-quality, professional, and humanistic instruction data. This KG-enhanced data then feeds into the LLM's pre-training and fine-tuning phases, thereby enhancing the LLM's knowledge."

.

https://neverblink.eu/ontologi...gDrivenInstructionBuildingRule

rolePlayingDrivenInstructionBuildingRule

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Role-playing-driven Instruction Building Rule"

.

https://neverblink.eu/ontologi...gDrivenInstructionBuildingRule

rolePlayingDrivenInstructionBuildingRule

https://neverblink.eu/ontologies/llm-kg/hasTopCategory

hasTopCategory

https://neverblink.eu/ontologies/llm-kg/top-categories#KGEnhancedLLM

KGEnhancedLLM

.

https://neverblink.eu/ontologies/llm-kg/methods#vanillaDPO

vanillaDPO

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#vanillaDPO

vanillaDPO

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Vanilla DPO"

.

https://neverblink.eu/ontologies/llm-kg/methods#vanillaSingleLoRA

vanillaSingleLoRA

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#vanillaSingleLoRA

vanillaSingleLoRA

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Vanilla single LoRA"

.

https://neverblink.eu/ontologies/llm-kg/methods#zhongjing

zhongjing

http://www.w3.org/1999/02/22-rdf-syntax-ns#type

type

http://purl.org/spar/fabio/Workflow

Workflow

.

https://neverblink.eu/ontologies/llm-kg/methods#zhongjing

zhongjing

http://www.w3.org/2000/01/rdf-schema#label

label

(this is a literal)

"Zhongjing (13B)"

.

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAL9lCutIN.../assertion The assertion above http://www.w3.org/ns/prov#wasAttributedTo

wasAttributedTo

https://neverblink.eu/ontologies/llm-kg/agent

LLM-KG Agent

.

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAL9lCutIN.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

wasDerivedFrom

https://doi.org/10.48550/arXiv.2405.19266

doi:10.48550/arXiv.2405.19266

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This is the identifier for this whole nanopublication. https://w3id.org/np/RAL9lCutIN... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-02-25T16:55:33.151Z"

(xsd:dateTime) .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAL9lCutIN.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAL9lCutIN... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAL9lCutIN.../sig

sig

http://purl.org/nanopub/x/hasAlgorithm has the algorithm (this is a literal)

"RSA"

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAL9lCutIN.../sig

sig

http://purl.org/nanopub/x/hasPublicKey has the public key (this is a literal)

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http://purl.org/nanopub/x/hasSignature has the signature (this is a literal)

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This is a local identifier minted within the nanopublication. https://w3id.org/np/RAL9lCutIN.../sig

sig

http://purl.org/nanopub/x/signedBy is signed by https://neverblink.eu/ontologies/llm-kg/agent

LLM-KG Agent

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAL9lCutIN...

this nanopublication

http://purl.org/dc/terms/creator

creator

https://neverblink.eu/ontologies/llm-kg/agent

LLM-KG Agent

.

LLM-KG Agent, 25 Feb 2026, 16:55:33 UTC

References