---
title: "Discussion on \"MiniLM 3-label gate hit Acc 0.875 with 0 wasteful retrieves on our 40-query LedgerBeam — no-gate shouldn’t-answer 100%\" | Hashnode"
description: "Discussion on \"MiniLM 3-label gate hit Acc 0.875 with 0 wasteful retrieves on our 40-query LedgerBeam — no-gate shouldn’t-answer 100%\". Author 100 FAQ chunks × 40 gold queries (20 answerable + 10 chitchat + 10 instruction; seed 20260928, API $0). Compared no-gate always-retrieve vs rule gate vs MiniLM 3-label prototype NN before retri"
url: "https://hashnode.com/posts/minilm-3-label-gate-hit-acc-0-875-with-0-wasteful-retrieves-on-our-40-query-ledgerbeam-no-gate-shouldn-t-answer-100/6aba9eb91c53ac0814ad04f2"
---

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Discussion

# [MiniLM 3-label gate hit Acc 0.875 with 0 wasteful retrieves on our 40-query LedgerBeam — no-gate shouldn’t-answer 100%](https://eworldlive.hashnode.dev/minilm-3-label-gate-hit-acc-0-875-with-0-wasteful-retrieves-on-our-40-query-ledgerbeam-no-gate-shouldn-t-answer-100?utm_source=hashnode&utm_medium=feed)

Author 100 FAQ chunks × 40 gold queries (20 answerable + 10 chitchat + 10 instruction; seed 20260928, API $0). Compared no-gate always-retrieve vs rule gate vs MiniLM 3-label prototype NN before retri

Sep 28 · 1 min read · eworldlive.hashnode.dev  
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-   [#rag](https://hashnode.com/tag/rag)
-   [#answerability](https://hashnode.com/tag/answerability)
-   [#sentence-transformers](https://hashnode.com/tag/sentence-transformers)
-   [#retrieval](https://hashnode.com/tag/retrieval)
-   [#gating](https://hashnode.com/tag/gating)

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