choiceemail_typeHow should this email be classified?
normalspamphishing
使用场景
在大量邮件进入更重的检测器或人工分析前，用 Laya 做第一层分流。
State
Your Microsoft 365 password expires today. Confirm your account immediately and enter your password to avoid suspension.
Typed questions
noulcredential_theftIs this email trying to obtain account credentials?
预期方向
- • 查看主要结构化结果是否符合预期
- • 检查概率 / score 是否支持你的业务阈值
上游 spam / phishing benchmark 很强，但这些任务在训练 mix 中，仍需用自己的邮件分布验证。
直接复制代码
Python
from laya import Router
router = Router(preload=True)
state = {"email": "Your Microsoft 365 password expires today. Confirm your account and enter your password."}
questions = {
"email_type": {"type": "choice", "instructions": "How should this email be classified?", "criteria": {"normal": "legitimate", "spam": "bulk promotion", "phishing": "credential theft"}},
"credential_theft": {"type": "noul", "instructions": "Is this email trying to obtain account credentials?"}
}
print(router.predict(state, questions))TypeScript / Node.js
import { Laya } from "@receptron/laya";
const laya = await Laya.load();
const result = await laya.systemOne(
{ email: "Your Microsoft 365 password expires today. Confirm your account." },
{
email_type: { type: "choice", instructions: "How should this email be classified?", criteria: { normal: "legitimate", spam: "bulk promotion", phishing: "credential theft" } },
credential_theft: { type: "noul", instructions: "Is this trying to obtain credentials?" },
},
);
console.log(result.answers);
await laya.close();