LLM-KG assessment for paper 10.48550/arXiv.2508.15790

https://w3id.org/np/RAQH5ERc1-v6X29eIuWWbwPrx2Kh7lFk9rD2QQklE1WMA

 LLM-KG assessment for paper 10.48550/arXiv.2508.15790 PaperAssessmentResult ▼ comment... approve/disapprove... edit as derived nanopublication...

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

title

(this is a literal)

"KG-o1: Enhancing Multi-hop Question Answering in Large Language Models via Knowledge Graph Integration"

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

describes

https://neverblink.eu/ontologies/llm-kg/methods#KGo1

KGo1

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

discusses

https://neverblink.eu/ontologies/llm-kg/methods#ChatGPT4o

ChatGPT4o

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

discusses

https://neverblink.eu/ontologies/llm-kg/methods#ChatGPT4oMini

ChatGPT4oMini

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

discusses

https://neverblink.eu/ontologies/llm-kg/methods#DeepSeekR1

DeepSeekR1

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

discusses

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

GRPO

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

discusses

https://neverblink.eu/ontologies/llm-kg/methods#Gemini20FlashThinking

Gemini20FlashThinking

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

discusses

https://neverblink.eu/ontologies/llm-kg/methods#O1Mini

O1Mini

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

discusses

https://neverblink.eu/ontologies/llm-kg/methods#OpenO1

OpenO1

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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

discusses

https://neverblink.eu/ontologies/llm-kg/methods#QwQ32BPreview

QwQ32BPreview

.

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

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#ChatGPT4o

ChatGPT4o

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#ChatGPT4o

ChatGPT4o

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

comment

(this is a literal)

"ChatGPT-4o is an advanced general-purpose large language model (GPLLM) used in two contexts: first, as a tool to generate multi-hop questions for the KG-MHQA SFT dataset creation, and second, as a powerful baseline for performance comparison in the experiments."

.

https://neverblink.eu/ontologies/llm-kg/methods#ChatGPT4o

ChatGPT4o

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

label

(this is a literal)

"ChatGPT-4o"

.

https://neverblink.eu/ontologies/llm-kg/methods#ChatGPT4oMini

ChatGPT4oMini

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#ChatGPT4oMini

ChatGPT4oMini

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

comment

(this is a literal)

"ChatGPT4o-mini is an advanced general-purpose large language model (GPLLM) used as a baseline model for comparative evaluation against the proposed KG-o1 models on multi-hop reasoning tasks."

.

https://neverblink.eu/ontologies/llm-kg/methods#ChatGPT4oMini

ChatGPT4oMini

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

label

(this is a literal)

"ChatGPT4o-mini"

.

https://neverblink.eu/ontologies/llm-kg/methods#DeepSeekR1

DeepSeekR1

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#DeepSeekR1

DeepSeekR1

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

comment

(this is a literal)

"DeepSeek-R1 is a specific large reasoning model (LRM) used as a strong baseline for evaluating the performance of KG-o1 models on multi-hop question answering datasets."

.

https://neverblink.eu/ontologies/llm-kg/methods#DeepSeekR1

DeepSeekR1

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

label

(this is a literal)

"DeepSeek-R1"

.

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

GRPO

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#GRPO

GRPO

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

comment

(this is a literal)

"GRPO is a reinforcement learning method that serves as a comparative baseline in the ablation studies, where its performance in boosting LLMs' multi-hop reasoning is contrasted with other fine-tuning and optimization strategies, including the paper's Self-improved Adaptive DPO."

.

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

GRPO

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

label

(this is a literal)

"GRPO"

.

https://neverblink.eu/ontologies/llm-kg/methods#Gemini20FlashThinking

Gemini20FlashThinking

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#Gemini20FlashThinking

Gemini20FlashThinking

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

comment

(this is a literal)

"Gemini 2.0 Flash Thinking is a specific large reasoning model (LRM) used as a strong baseline for evaluating the performance of KG-o1 models on multi-hop question answering tasks, highlighting its advanced reasoning capabilities."

.

https://neverblink.eu/ontologies/llm-kg/methods#Gemini20FlashThinking

Gemini20FlashThinking

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

label

(this is a literal)

"Gemini 2.0 Flash Thinking"

.

https://neverblink.eu/ontologies/llm-kg/methods#KGo1

KGo1

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

subject

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

KGEnhancedLLMPretraining

.

https://neverblink.eu/ontologies/llm-kg/methods#KGo1

KGo1

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#KGo1

KGo1

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

comment

(this is a literal)

"KG-o1 is a novel four-stage framework that integrates Knowledge Graphs (KGs) to enhance Large Language Models' (LLMs) multi-hop reasoning abilities. It involves constructing KG-derived datasets (KG-MHQA SFT and DPO) and using them to fine-tune LLMs (via Supervised Fine-Tuning and a "Self-improved Adaptive DPO" strategy), aiming to improve the LLM's intrinsic knowledge expression and reasoning capabilities during a training stage by internalizing logical paths."

.

https://neverblink.eu/ontologies/llm-kg/methods#KGo1

KGo1

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

label

(this is a literal)

"KG-o1"

.

https://neverblink.eu/ontologies/llm-kg/methods#KGo1

KGo1

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#O1Mini

O1Mini

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#O1Mini

O1Mini

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

comment

(this is a literal)

"o1-mini is a specific large reasoning model (LRM) mentioned as a prominent baseline for comparison against the proposed KG-o1 models in multi-hop question answering tasks."

.

https://neverblink.eu/ontologies/llm-kg/methods#O1Mini

O1Mini

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

label

(this is a literal)

"o1-mini"

.

https://neverblink.eu/ontologies/llm-kg/methods#OpenO1

OpenO1

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#OpenO1

OpenO1

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

comment

(this is a literal)

"Open-o1 is a specific influential large reasoning model (LRM) from the open-source community, used as a baseline for performance comparison in the experiments of the paper."

.

https://neverblink.eu/ontologies/llm-kg/methods#OpenO1

OpenO1

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

label

(this is a literal)

"Open-o1"

.

https://neverblink.eu/ontologies/llm-kg/methods#QwQ32BPreview

QwQ32BPreview

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#QwQ32BPreview

QwQ32BPreview

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

comment

(this is a literal)

"QwQ-32B-Preview is a specific large reasoning model (LRM) included as a prominent baseline for comparative experiments against the KG-o1 models on multi-hop reasoning tasks."

.

https://neverblink.eu/ontologies/llm-kg/methods#QwQ32BPreview

QwQ32BPreview

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

label

(this is a literal)

"QwQ-32B-Preview"

.

This is the identifier for the assertion of this nanopublication. https://w3id.org/np/RAQH5ERc1-.../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/RAQH5ERc1-.../assertion The assertion above http://www.w3.org/ns/prov#wasDerivedFrom

wasDerivedFrom

https://doi.org/10.48550/arXiv.2508.15790

doi:10.48550/arXiv.2508.15790

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAQH5ERc1-... This nanopublication http://www.w3.org/2000/01/rdf-schema#label has the label (this is a literal)

"LLM-KG assessment for paper 10.48550/arXiv.2508.15790"

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAQH5ERc1-... This nanopublication http://purl.org/nanopub/x/hasNanopubType has the type https://neverblink.eu/ontologies/llm-kg/PaperAssessmentResult

PaperAssessmentResult

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAQH5ERc1-... This nanopublication date and time when the nanopublication was created http://purl.org/dc/terms/created was created on (this is a literal)

"2026-03-13T16:10:14.372Z"

(xsd:dateTime) .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAQH5ERc1-.../sig

sig

http://purl.org/nanopub/x/hasSignatureTarget has as target This is the identifier for this whole nanopublication. https://w3id.org/np/RAQH5ERc1-... this nanopublication .

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAQH5ERc1-.../sig

sig

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

"RSA"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAQH5ERc1-.../sig

sig

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

"MIIBIjANBgkqhkiG9w0BAQEFAAOCAQ8AMIIBCgKCAQEAwNz2QK3SEifno78S7+48zUB0xpTex3mAzW73ZimHqNcdEMU5/apslrGrTHGFAt/Chocgo++r6JQp5ygY7NyJHGWdaIqnt85pjX4PbNfLAvapyUO00qZP34fY61w4eZ9UMtleWEsmZKRtQPyJ8ODl46i/rfPuZlcJGpM9Nmy5mpGWuepqIEvF4a/t7pLVeCEDFSYXT+yaiygt6ynIK5f7TtEDhZpeUf/Q74WhMPJXm4yTU/hqOX4IW+50kWHNArGGZwUaXwzyG6M3Zd6UMModryGkLqS4H/MSE3ZA1Ylnms7BfWLEXhMWlaKi6HRV4nGRDLhxVSi9LSRi3LWKLhNIIQIDAQAB"

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAQH5ERc1-.../sig

sig

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

"JwesqkdoglWm3/mXA9J8rFpVgW/WxZ4BNq6HnvpmaPwF5MwyNA/dauZGFS67c5xMKrrXdr/AbqsEfPIZ6ZazcmWhu0AVKP/xnFHPbKJXFlS+Pl2jufAYGJ50ZSxXX88mv3L5H9IovO/SjdUo9Wa/VRIc/PlVFgn133b10hOM8YitFc3hRufK/FSce7FdKD4KJauXmPX/g7tTa+Usxcdmse7pm3zeGu8PjS8Ojn+FH6gexIo8BMeZDtWeYlOyAo/GZSq4+IrAbE1JUVz9xU5rVaf7NzCMNwLUvX0jgt8L1yD8E/3N/nvQ7jpLKkt0bWbNM23jQF2XWkiMLGKMFLxnRQ=="

.

This is a local identifier minted within the nanopublication. https://w3id.org/np/RAQH5ERc1-.../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/RAQH5ERc1-...

this nanopublication

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

creator

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

LLM-KG Agent

.

This is the identifier for this whole nanopublication. https://w3id.org/np/RAQH5ERc1-...

this nanopublication

http://purl.org/nanopub/x/supersedes

supersedes

https://w3id.org/np/RAMmlNyKev...

RAMmlNyKev

.

LLM-KG Agent, 13 Mar 2026, 16:10:14 UTC

References