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恒星sun on X: 如果分类结果最终要喂给业务系统，生成一段 JSON 往往不是最省事的路径。Simple Jev 把开放模型变成结构化决策接口。
@vintcessun@vintcessunlisted 49m agoreviewed by Jev如果分类结果最终要喂给业务系统，生成一段 JSON 往往不是最省事的路径。Simple Jev 把开放模型变成结构化决策接口。 https://github.com/featherless-ai/simple-jev 它复用共享上下文的 KV cache，只读取各问题候选标签的下一 token logits，再由服务端组装 choice、score 和真值判断。省掉逐 token 解码与 JSON 解析，多问题场景更有价值；common 目录还把提示契约和评分逻辑抽成可复用层。适合路由、审核、打分，但准确率与校准仍需按任务验证。 ❤️ 2 likes on X
- Author
- @vintcessun
- Use case
- Context & Memory
- Added
- 2026-09-25
All figures come from the author. Check the source before you quote them.
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Jev guides for this use case
- How Jev sorts a build into one of 21 use casesThe 21 criteria Jev classifies against, published in full, plus what the reviewer sees and how ambiguity is handled.
- What people actually build with Jev, by use caseAll 21 use cases with live counts from real submissions, plus what each one is actually for.
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