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Create: 2025-03-03 Update: 2025-07-06 18:09:11

حل مشکل تولید کلمات بیش اندازه در فرآیند تفکر (Reasoning)

در روش‌های فعلی استدلال و تفکر مدل ها از Chain-of-Thought (CoT) استفاده میشه مدل‌ها رو تشویق میکنه تا مسائل رو به صورت گام‌به‌گام و با جزئیات کامل حل کنن در نهایت منجر به تولید خروجی‌های طولانی و افزایش زمان پاسخ‌دهی میشه.

در مقابل، Chain of Draft (CoD) با کاهش جزئیات غیرضروری و تمرکز بر نکات کلیدی، دقتی مشابه یا حتی بالاتر از CoT رو با استفاده از تنها ۷.۶٪ از تعداد توکن‌ها ارائه میده که به طور قابل توجهی هزینه و تأخیر رو کاهش میده.

به طور کلی، CoD با الهام از فرآیندهای شناختی انسان، به مدل‌های زبانی بزرگ کمک میکنه تا با تولید محتوای مختصر و اطلاعات ضروری، وظایف پیچیده رو با کارایی و دقت بیشتری انجام بده

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حل مشکل تولید کلمات بیش اندازه در فرآیند تفکر (Reasoning)

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