Llama-3-8B-Racing-Level-Design-Expert (GGUF)
1. Model Summary (๋ชจ๋ธ ๊ฐ์)
[EN] This model is a specialized Small Language Model (SLM) fine-tuned for analyzing racing game level design components and player preferences. It integrates 20+ years of industry expertise from Nexon (KartRider series) with academic research data. [KR] ๋ณธ ๋ชจ๋ธ์ ๋ ์ด์ฑ ๊ฒ์ ๋ ๋ฒจ ๋์์ธ์ ๊ตฌ์ฑ ์์์ ํ๋ ์ด์ด ์ ํธ๋๋ฅผ ๋ถ์ํ๊ธฐ ์ํด ํ์ธํ๋๋ SLM(Small Language Model)์ ๋๋ค. ๋ฅ์จ ใ์นดํธ๋ผ์ด๋ใ ์๋ฆฌ์ฆ์์ 20๋ ์ด์ ์์ ์ค๋ฌด ๋ ธํ์ฐ์ ํ์ ์ ๋ฐ์ดํฐ๋ฅผ ๊ฒฐํฉํ์์ต๋๋ค.
2. About the Author
Kim Tae-Wan
- Current Role: Game Developer & Researcher at NEXON (20+ years of experience)
- Academic Background:
- Ph.D. Student in Technology at Sogang University Graduate School of Metaverse
- M.S. in Game Design from Gachon University
- B.F.A. from Pusan National University
- Expertise: Level Design for the KartRider series, World Building Systems, and LLM-based Content Pipelines.
3. Research Context (์ฐ๊ตฌ ๋ฐฐ๊ฒฝ)
[EN] The training dataset is based on the author's Master's thesis, which identifies 19 key level design variables and their impact on player satisfaction. [KR] ๋ณธ ๋ชจ๋ธ์ ํ์ต ๋ฐ์ดํฐ์ ์ ์ ์์ ์์ฌ ํ์ ๋ ผ๋ฌธ์ ๋ฐํ์ผ๋ก ํฉ๋๋ค. ๋ ์ด์ฑ ๊ฒ์์ 19๊ฐ์ง ํต์ฌ ๋ ๋ฒจ ๋์์ธ ๋ณ์(์๊ฐ ์ปค๋ธ, ํค์ดํ, ๊ฐ์ ํธ๋ฆฌ๊ฑฐ ๋ฑ)์ ์ ์ ๋ง์กฑ๋ ๊ฐ์ ์๊ด๊ด๊ณ๋ฅผ ํ์ตํ์์ต๋๋ค.
Key Research Variables (ํต์ฌ ์ฐ๊ตฌ ๋ณ์):
- Acute Curves (์๊ฐ ์ปค๋ธ)
- Hairpin Turns (ํค์ดํ)
- Acceleration Triggers (๊ฐ์ ํธ๋ฆฌ๊ฑฐ)
- Verticality and Slopes (๊ณ ์ ์ฐจ ๋ฐ ๊ฒฝ์ฌ๋ก)
- Visibility and Obstacles (์์ผ ๋ฐ ์ฅ์ ๋ฌผ)
4. Intended Use (์ฃผ์ ์ฉ๋)
- Design Automation: Automated analysis of track structures during the planning stage.
- Preference Prediction: Evaluating the potential success of a track based on player preference data.
- Research Integration: Part of the "VN Studio" and "Persona AI System" projects for automated game content generation.
5. Technical Details (๊ธฐ์ ์ฌ์)
- Base Model: Llama-3-8B (4-bit quantized)
- Format: GGUF (Optimized for local inference via LM Studio/Ollama)
- Training Method: Supervised Fine-Tuning (SFT) using Unsloth
6. Reference & Citation (์ธ์ฉ ๋ฐ ์ฐธ๊ณ ๋ฌธํ)
Thesis: A Study on Level Design Components and Player Preferences in Racing Game Content (Gachon Univ.)
Contact: https://github.com/Taewan627
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