Promptomatix: 自动提示优化框架
✨步子哥 (steper) •
2025年12月04日 05:34
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</head>
<body>
<div class="poster-container">
<div class="background-pattern"></div>
<div class="content">
<div class="header">
<h1 class="title">Promptomatix: 自动提示优化框架</h1>
<p class="subtitle">将自然语言任务描述转化为高质量提示的零配置框架</p>
</div>
<div class="section">
<h2 class="section-title">
<span class="material-icons">info</span>
框架定义与目的
</h2>
<div class="section-content">
Promptomatix是Salesforce AI Research开发的自动提示优化框架，旨在解决传统提示工程中的<span class="highlight">手动性</span>、<span class="highlight">不一致性</span>和<span class="highlight">非专家用户难以访问</span>的问题。该框架将自然语言任务描述转化为高质量提示，无需手动调整或领域专业知识，使大语言模型的使用更加民主化。
</div>
</div>
<div class="section">
<h2 class="section-title">
<span class="material-icons">architecture</span>
框架架构
</h2>
<div class="architecture">
<div class="component">
<h3 class="component-title">
<span class="material-icons">settings</span>
配置组件
</h3>
<div class="component-desc">
智能参数提取和设置，包含提示配置、数据配置、DSPy配置和LLM配置四个子模块
</div>
</div>
<div class="component">
<h3 class="component-title">
<span class="material-icons">auto_fix_high</span>
优化引擎
</h3>
<div class="component-desc">
实现核心算法创新，包含智能合成数据生成、高级提示优化和综合评估框架
</div>
</div>
<div class="component">
<h3 class="component-title">
<span class="material-icons">output</span>
输出组件
</h3>
<div class="component-desc">
管理优化结果的交付和持久化，提供优化提示、合成数据生成结果和有状态会话管理
</div>
</div>
<div class="component">
<h3 class="component-title">
<span class="material-icons">feedback</span>
反馈组件
</h3>
<div class="component-desc">
实现用户交互系统，包含合成数据反馈、优化提示反馈和自动反馈生成机制
</div>
</div>
</div>
</div>
<div class="section">
<h2 class="section-title">
<span class="material-icons">lightbulb</span>
核心创新点
</h2>
<div class="innovations">
<div class="innovation">
<div class="innovation-icon">
<span class="material-icons">category</span>
</div>
<div class="innovation-content">
<div class="innovation-title">智能任务分类</div>
<div class="innovation-desc">分析用户输入以识别任务类型，从分类、问答到生成等多样化任务</div>
</div>
</div>
<div class="innovation">
<div class="innovation-icon">
<span class="material-icons">tune</span>
</div>
<div class="innovation-content">
<div class="innovation-title">自适应模块选择</div>
<div class="innovation-desc">自动选择最优提示技术，如Chain-of-Thought、Program-of-Thought等</div>
</div>
</div>
<div class="innovation">
<div class="innovation-icon">
<span class="material-icons">data_array</span>
</div>
<div class="innovation-content">
<div class="innovation-title">多阶段合成数据生成</div>
<div class="innovation-desc">四阶段管道确保数据质量和多样性，解决数据瓶颈问题</div>
</div>
</div>
<div class="innovation">
<div class="innovation-icon">
<span class="material-icons">balance</span>
</div>
<div class="innovation-content">
<div class="innovation-title">成本-性能权衡优化</div>
<div class="innovation-desc">提供可配置策略，根据用户需求自动调整计算资源</div>
</div>
</div>
</div>
</div>
<div class="section">
<h2 class="section-title">
<span class="material-icons">sync_alt</span>
工作流程
</h2>
<div class="section-content">
Promptomatix的优化流程从用户输入自然语言任务描述开始，经过配置、优化、输出和反馈四个阶段，形成完整的优化循环。
</div>
<div class="workflow">
<div class="workflow-step">
<div class="step-icon">
<span class="material-icons">edit_note</span>
</div>
<div class="step-text">用户输入</div>
</div>
<div class="arrow">→</div>
<div class="workflow-step">
<div class="step-icon">
<span class="material-icons">settings</span>
</div>
<div class="step-text">配置分析</div>
</div>
<div class="arrow">→</div>
<div class="workflow-step">
<div class="step-icon">
<span class="material-icons">auto_fix_high</span>
</div>
<div class="step-text">优化处理</div>
</div>
<div class="arrow">→</div>
<div class="workflow-step">
<div class="step-icon">
<span class="material-icons">output</span>
</div>
<div class="step-text">优化输出</div>
</div>
<div class="arrow">→</div>
<div class="workflow-step">
<div class="step-icon">
<span class="material-icons">feedback</span>
</div>
<div class="step-text">反馈改进</div>
</div>
</div>
</div>
<div class="section">
<h2 class="section-title">
<span class="material-icons">analytics</span>
性能评估
</h2>
<div class="section-content">
Promptomatix在5个任务类别上进行了评估，均取得了竞争性或更优的性能，同时减少了提示长度和计算开销。
</div>
<div class="performance">
<div class="task-card">
<div class="task-name">数学推理</div>
<div class="task-dataset">GSM8K</div>
<div class="task-metric">准确率: 73.2%</div>
</div>
<div class="task-card">
<div class="task-name">问答</div>
<div class="task-dataset">SQuAD_2</div>
<div class="task-metric">BertScore: 0.913</div>
</div>
<div class="task-card">
<div class="task-name">文本分类</div>
<div class="task-dataset">AG News</div>
<div class="task-metric">F1分数: 0.858</div>
</div>
<div class="task-card">
<div class="task-name">摘要</div>
<div class="task-dataset">XSum</div>
<div class="task-metric">BertScore: 0.865</div>
</div>
<div class="task-card">
<div class="task-name">文本生成</div>
<div class="task-dataset">CommonGen</div>
<div class="task-metric">BertScore: 0.902</div>
</div>
</div>
</div>
<div class="section">
<h2 class="section-title">
<span class="material-icons">stars</span>
优势与应用场景
</h2>
<div class="advantages">
<div class="advantage">
<span class="material-icons advantage-icon">check_circle</span>
<div class="advantage-text"><span class="highlight">零配置设计</span>：用户无需技术背景，只需自然语言描述任务</div>
</div>
<div class="advantage">
<span class="material-icons advantage-icon">check_circle</span>
<div class="advantage-text"><span class="highlight">端到端自动化</span>：从意图分析到性能评估的完整优化流程</div>
</div>
<div class="advantage">
<span class="material-icons advantage-icon">check_circle</span>
<div class="advantage-text"><span class="highlight">成本感知优化</span>：平衡性能与计算效率，降低部署成本</div>
</div>
<div class="advantage">
<span class="material-icons advantage-icon">check_circle</span>
<div class="advantage-text"><span class="highlight">多场景适用</span>：适用于技术用户、AI代理和企业用户</div>
</div>
</div>
</div>
</div>
</div>
</body>
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