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		<h1>Hướng dẫn kỹ thuật lời nhắc. Kỹ thuật viết lời nhắc. Lời nhắc Kích thích Định hướng</h1>
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			<li>Thứ năm - 13/11/2025 06:15</li>
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			<p align="justify"><b><span style="background: rgb(255, 255, 0);">Directional Stimulus Prompting</span></b></p>

<p align="justify">Theo: <a href="https://www.promptingguide.ai/techniques/dsp">https://www.promptingguide.ai/techniques/dsp</a></p>

<p align="justify"><a href="https://arxiv.org/abs/2302.11520">Li và cộng sự (2023)</a> đề xuất một kỹ thuật nhắc mới để hướng dẫn LLM tốt hơn trong việc tạo ra bản tóm tắt mong muốn.</p>

<p align="justify">Một LM chính sách có thể điều chỉnh, được đào tạo để tạo ra kích thích/gợi ý. Xem RL được sử dụng nhiều hơn để tối ưu hóa LLM.</p>

<p align="justify">Hình dưới đây cho thấy sự so sánh giữa Lời nhắc Kích thích Định hướng (Directional Stimulus Prompting) với lời nhắc tiêu chuẩn. LM chính sách có thể nhỏ và được tối ưu hóa để tạo ra các gợi ý hướng dẫn một LLM đóng băng hộp đen.</p>

<div class="image-center"><img alt="" height="483" src="https://letrungnghia.mangvn.org/uploads/letrungnghia/news/2025/2.13-directional-stimulus-prompting.png" width="800" /></div>

<p align="center">Image Source: <a href="https://arxiv.org/abs/2302.11520" target="_blank">Li et al., (2023)</a></p>

<p align="justify">Ví dụ đầy đủ sẽ sớm có!</p>

<p align="justify"><em><span style="font-style: normal"><span style="font-weight: normal"><span style="background: transparent"><a href="https://giaoducmo.avnuc.vn/ai/huong-dan-ky-thuat-loi-nhac-ky-thuat-viet-loi-nhac-1577.html">Về ‘Kỹ thuật viết lời nhắc’</a> ………. <a href="https://giaoducmo.avnuc.vn/ai/huong-dan-ky-thuat-loi-nhac-ky-thuat-viet-loi-nhac-nhac-tich-cuc-1590.html">Phần trước</a> ………. Phần tiếp theo</span></span></span></em></p>

<p align="justify"><span style="background: rgb(255, 255, 0);"><a href="https://arxiv.org/abs/2302.11520" target="_blank">Li et al., (2023)</a> proposes a new prompting technique to better guide the LLM in generating the desired summary.</span></p>

<p align="justify"><span style="background: rgb(255, 255, 0);">A tuneable policy LM is trained to generate the stimulus/hint. Seeing more use of RL to optimize LLMs.</span></p>

<p align="justify"><span style="background: rgb(255, 255, 0);">The figure below shows how Directional Stimulus Prompting compares with standard prompting. The policy LM can be small and optimized to generate the hints that guide a black-box frozen LLM.</span></p>

<p align="justify"><span style="background: rgb(255, 255, 0);">Full example coming soon!</span></p>

<p align="justify">Dịch: Lê Trung Nghĩa</p>

<p align="justify">letrungnghia.foss@gmail.com</p>
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