@article{ART003212683},
author={Donghun Lim and Seungsoo Han and Euichan Eun and Dongyeong Kim and Janghoon Choi},
title={VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation},
journal={Journal of The Korea Society of Computer and Information},
issn={1598-849X},
year={2025},
volume={30},
number={6},
pages={77-90}
TY - JOUR
AU - Donghun Lim
AU - Seungsoo Han
AU - Euichan Eun
AU - Dongyeong Kim
AU - Janghoon Choi
TI - VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation
JO - Journal of The Korea Society of Computer and Information
PY - 2025
VL - 30
IS - 6
PB - The Korean Society Of Computer And Information
SP - 77
EP - 90
SN - 1598-849X
AB - In this paper, we propose an automated system for generating Korean travel blog content by integrating Vision-Language Model (VLM)–based context extraction, fine-tuned Korean language model, and a text-to-image (T2I) generation model via prompt engineering. Using the Qwen2-VL model, we analyze travel photos to extract visual context and produce emotionally nuanced captions. We then leverage a large-scale crawled corpus of real-world travel blogs to fine-tune HyperCLOVA X, enabling it to create natural, storytelling-oriented blog text. In addition, we employ a travel-specific prompt engineering approach with DALL-E to generate custom postcards and stamp images, providing users with intuitive and creative value for their travel records.
A robust system prompt minimizes hallucinations while preserving expressive writing. User surveys indicate that the fine-tuned model is, on average, 60.9% more specialized in travel-related content. These findings demonstrate that the proposed approach can significantly reduce manual effort while producing high-quality travel blog content, suggesting new possibilities for AI-based content creation in the tourism domain.
KW - Vision-Language Model;Fine-Tuning;Prompt Engineering;T2I Generation;Travel Blog
DO -
UR -
ER -
Donghun Lim, Seungsoo Han, Euichan Eun, Dongyeong Kim and Janghoon Choi. (2025). VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation. Journal of The Korea Society of Computer and Information, 30(6), 77-90.
Donghun Lim, Seungsoo Han, Euichan Eun, Dongyeong Kim and Janghoon Choi. 2025, "VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation", Journal of The Korea Society of Computer and Information, vol.30, no.6 pp.77-90.
Donghun Lim, Seungsoo Han, Euichan Eun, Dongyeong Kim, Janghoon Choi "VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation" Journal of The Korea Society of Computer and Information 30.6 pp.77-90 (2025) : 77.
Donghun Lim, Seungsoo Han, Euichan Eun, Dongyeong Kim, Janghoon Choi. VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation. 2025; 30(6), 77-90.
Donghun Lim, Seungsoo Han, Euichan Eun, Dongyeong Kim and Janghoon Choi. "VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation" Journal of The Korea Society of Computer and Information 30, no.6 (2025) : 77-90.
Donghun Lim; Seungsoo Han; Euichan Eun; Dongyeong Kim; Janghoon Choi. VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation. Journal of The Korea Society of Computer and Information, 30(6), 77-90.
Donghun Lim; Seungsoo Han; Euichan Eun; Dongyeong Kim; Janghoon Choi. VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation. Journal of The Korea Society of Computer and Information. 2025; 30(6) 77-90.
Donghun Lim, Seungsoo Han, Euichan Eun, Dongyeong Kim, Janghoon Choi. VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation. 2025; 30(6), 77-90.
Donghun Lim, Seungsoo Han, Euichan Eun, Dongyeong Kim and Janghoon Choi. "VLM-Based Context Extraction and Fine-Tuning of Korean LLMs for Automatic Travel Blog Content Generation" Journal of The Korea Society of Computer and Information 30, no.6 (2025) : 77-90.
