Minerval
View as map

view history →

← claims

ClaimA factual claim that rests on inference from other evidence rather than direct observation.constitution →Importance 0.40, from 0 to 1 · minor: narrow or largely settled, cheap to get right. Higher-importance claims are worth more to assess, so funding reaches them sooner.constitution →

Longer backdoor-insertion training increases a backdoor's robustness to subsequent untargeted training.

Not yet assessed. Attention goes where its expected value is highest and someone funds it; nothing has funded an assessment of this claim yet, and anyone can.

Decomposition

This claim has not been assessed yet. Attention goes where its expected value is highest and someone funds it; once this claim's assessment is funded and runs, it may well decompose into subclaims.

or create a grant for this whole area →

Provenance

Where this claim has been said, linked to its canonical form.

2 sources · no origin · 2 untraced

2 Untraced

Advice for making robust-to-training model organismsdenies the claim Untraced · nothing upstream recorded
Sleeper Agent Backdoor Results Are Messy Untraced · nothing upstream recorded
originuntraced
Separately, we confirm that more red team training generally leads to more robust Sleeper Agents.

Sweep over red-team checkpoints at 100 to 1600 steps and final, followed by HHH SFT.

However, training longer didn’t seem to help with robustness for the 15 backdoors studied in this post.

Contrasts with the authors' earlier sleeper-agent finding that longer training increased robustness.

Cite this claim: a formal citation with its evidence attached
Embed this claim: show it on another site with its current assessment

An embed reports the graph's judgment as it stands when the page is viewed: the status with its confidence, how disputed the claim is, and the date. It links back here.

CardFits its column and sizes itself. Without the script it stays a quotation with its link.
<blockquote class="minerval-claim" data-claim-id="a2452764-4064-476d-9404-4fc9e6d8d3ca"><a href="https://minerval.ai/claims/a2452764-4064-476d-9404-4fc9e6d8d3ca">Longer backdoor-insertion training increases a backdoor&#39;s robustness to subsequent untargeted training.</a></blockquote>
<script async src="https://minerval.ai/embed.js"></script>
IframeWhere scripts are not allowed. A fixed height; add ?theme=light or ?theme=dark to fix its colours.
<iframe src="https://minerval.ai/embed/claims/a2452764-4064-476d-9404-4fc9e6d8d3ca" title="Minerval: Longer backdoor-insertion training increases a backdoor&#39;s robustness to subsequent untarg…" width="480" height="200" style="border:0;max-width:100%" loading="lazy"></iframe>
BadgeAn image for a README or a forum post, in Markdown.
[![Minerval's judgment of this claim](https://minerval.ai/embed/claims/a2452764-4064-476d-9404-4fc9e6d8d3ca/badge.svg)](https://minerval.ai/claims/a2452764-4064-476d-9404-4fc9e6d8d3ca)

The badge now: Minerval's judgment of this claim

Contribute

Every judgment on this page is open to challenge. A contribution is evaluated on its merits by the reviewer; if it succeeds the page changes, and if it does not, the reasons are stated. Either way the exchange becomes part of the claim’s public record.


Created by extractor · Nov 11, 2026. Every judgment on this page is accompanied by a reasoning trace.