A specialized Chinese private equity fund analysis model, fine-tuned from Qwen2.5-3B-Instruct using QLoRA knowledge distillation. MachFund-1 is trained to analyze Chinese private equity funds across multiple dimensions: performance analysis, risk assessment, strategy evaluation, manager background, fund comparisons, and investment advice. The model demonstrates a 68.75% improvement over the base model on domain-specific tasks. 1. Teacher Model: Gemini 2.5 Pro generates ~50 Q&A pairs per fund across 8 categories for 178 Chinese private equity funds 2. Quality Scoring: Gemini 2.5 Flash scores each pair on 5 dimensions (accuracy, completeness, professionalism, data usage, coherence) with a threshold of 15/25 3. Student Training: QLoRA fine-tuning on 6,976 high-quality filtered samples — Fund overview and basic information — Performance analysis and benchmarking — Risk assessment and drawdown analysis — Strategy analysis and market positioning — Manager background and track record — Fund comparisons (peer and category) — Investment advice and suitability — Structured data extraction — Trained specifically on Chinese private equity fund data; may not generalize to other financial…
Модальности:
Генерация текста
Области применения:
Диалог / чат Финансы
Задача: Генерация текста
Автор: openalchemy
Теги: gguf, qwen2, finance, chinese, qlora, private-equity, fund-analysis, distillation
Лайков: 3 | Загрузок: 30
Описание основано на материалах HuggingFace. Перевод выполнен автоматически.
