2441c9119c
包含七步编排入口、结构化/向量化/聚类/词频/报告模块与 prompts 配置；忽略原始 CSV 与本地密钥。 Co-authored-by: Cursor <cursoragent@cursor.com>
69 lines
3.2 KiB
YAML
69 lines
3.2 KiB
YAML
# Few-shot 示例：output 为 YAML 对象，程序自动转为 JSON 字符串
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- instruction: "示例 1 教学：展示正常长评论如何标准提取，如何准确分类产品优点、缺陷以及物流问题。"
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review: "Bought this for my 12yo lab who struggles with stairs. It is very soft and helps her get onto the bed easily. But the zipper broke after a week and the shipping box was damaged."
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output:
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audience: "12yo lab"
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pain_points:
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- "struggles with stairs"
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- "difficulty getting onto bed"
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product_feedback:
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- aspect: "fabric"
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opinion: "very soft"
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sentiment: Positive
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category: Quality
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- aspect: "zipper"
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opinion: "broke after a week"
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sentiment: Negative
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category: Quality
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- aspect: "shipping box"
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opinion: "damaged"
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sentiment: Negative
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category: Logistics
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- instruction: "示例 2 教学：防混淆与隐性属性提炼。什么是「产品缺陷（如讲太快）」，它属于 product_feedback，绝不是 pain_points（用户需求）！并提炼出 teaching speed 这个隐性反馈对象。"
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review: "The course content is good, the teacher speaks too fast, can't keep up."
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output:
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audience: "student"
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pain_points: []
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product_feedback:
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- aspect: "course content"
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opinion: "good"
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sentiment: Positive
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category: Quality
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- aspect: "teaching speed"
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opinion: "too fast to keep up"
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sentiment: Negative
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category: Function
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- instruction: "示例 3 教学：深度上下文推理。如何通过动作（抓跳蚤）推理出使用者（pet），如何通过「全家能睡觉」推理出用户需求（失眠），以及如何将「Worth every penny」准确归类为对 Price（价格）的产品反馈。"
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review: "Finally found something that stops the midnight flea scratching! The chemical smell is a bit strong initially, but it fades. Worth every penny since our family can finally sleep."
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output:
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audience: "pet"
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pain_points:
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- "midnight flea scratching"
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- "sleep deprivation"
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product_feedback:
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- aspect: "chemical smell"
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opinion: "strong initially but fades"
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sentiment: Neutral
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category: Quality
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- aspect: "price"
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opinion: "worth every penny"
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sentiment: Positive
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category: Price
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- instruction: "示例 4 教学：保留关键成分与症状等核心具体词汇。绝不能将带有具体成分/病症的词泛化提取。例如遇到「chicken flavor」（鸡肉风味）或「joint pain」（关节疼痛）时，必须保留核心修饰词，绝不能错误缩减提取为「flavor」或「pain」。"
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review: "My elderly cat suffers from severe joint pain. But he is very attracted by the chicken flavor of this supplement! It really helps him walk better."
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output:
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audience: "elderly cat"
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pain_points:
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- "severe joint pain"
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product_feedback:
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- aspect: "chicken flavor"
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opinion: "very attracted"
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sentiment: Positive
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category: Quality
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- aspect: "mobility improvement"
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opinion: "helps walk better"
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sentiment: Positive
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category: Function
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