# Few-shot 示例:output 为 YAML 对象,程序自动转为 JSON 字符串 - 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。" 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." output: audience: "12yo lab" pain_points: - "struggles with stairs" - "difficulty getting onto bed" product_feedback: - aspect: "fabric" opinion: "very soft" sentiment: Positive category: Quality - aspect: "zipper" opinion: "broke after a week" sentiment: Negative category: Quality - aspect: "shipping box" opinion: "damaged" sentiment: Negative category: Logistics - 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。" review: "The course content is good, the teacher speaks too fast, can't keep up." output: audience: "student" pain_points: [] product_feedback: - aspect: "course content" opinion: "good" sentiment: Positive category: Quality - aspect: "teaching speed" opinion: "too fast to keep up" sentiment: Negative category: Function - 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。" 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." output: audience: "pet" pain_points: - "midnight flea scratching" - "sleep deprivation" product_feedback: - aspect: "chemical smell" opinion: "strong initially but fades" sentiment: Neutral category: Quality - aspect: "price" opinion: "worth every penny" sentiment: Positive category: Price - instruction: "示例 4 教学:非英语评论(例如西班牙语)输出必须全英文。禁止保留原文非英文片段,先理解语义再用英文短语表达。" review: "El producto en sí está muy bien, viene con 2 cristales templados y 2 grips para los joycon. Pero es lo que he leido en algunos comentarios, la funda huele como a tabaco jajaja es raro pero es así" output: audience: "self" pain_points: [] product_feedback: - aspect: "product" opinion: "it's fine" sentiment: Positive category: Quality - aspect: "included accessories" opinion: "comes with 2 tempered glass and 2 grips" sentiment: Positive category: Function - aspect: "case smell" opinion: "smells like tobacco, strange" sentiment: Negative category: Quality - instruction: "示例 5 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」。" 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." output: audience: "elderly cat" pain_points: - "severe joint pain" product_feedback: - aspect: "chicken flavor" opinion: "very attracted" sentiment: Positive category: Quality - aspect: "mobility improvement" opinion: "helps walk better" sentiment: Positive category: Function