a frozen LLM judge acts as a veto on top of the verifier
①数字：在验证器之上叠加一票否决权。②金句：通过冻结的LLM实现意图级别的审查。③非共识：不依赖确定性的规则做最终奖励裁决，而是引入主观的模型判断。④批判：这种做法容易引入新的系统性偏差，因为frozen judge的价值观将直接决定哪些演化策略被保留。
8 Matching Annotations
- Jul 2026
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deep-reinforce.com deep-reinforce.com
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- Jun 2026
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www.instagram.com www.instagram.com
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https://www.instagram.com/reel/DZz9tE2B2Rd/
Dies Irae motif in:<br /> Stairway to Heaven by Led Zeppelin<br /> Frozen 2
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- Jul 2024
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www.youtube.com www.youtube.com
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Smith Corona Typewriter Repaired Flying Carriage ! Fixed Escapement Pawl by [[Phoenix Typewriter]]
Pawl was frozen on escapement. He also took out a piece of the rubber which he planned to replace with some surgical tubing to add a small layer of spacing.
This repair is similar to part of that at Smith Corona Typewriter Power Spacer Escapement Repair Adjustment No Silencer Model
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- Nov 2021
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www.reddit.com www.reddit.com
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The reason is that all mainstream OS makers are moving towards a radical new paradigm for OSes called 'immutable' systems (apple recently completed this transition, ms failed twice and pins its hopes on win11, linux distros are held back by a requirement for lightweight container formats to gain a foothold first before decreasing mutability then switching to read-only system partitions).Immutability trended first for servers, where canonical gained some success early before pushing for snaps for desktop. Its a way to guarantee a system does not deviate from a 'know good' state and neither its reliability or hardware compatibility/certifications change across updates.
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- Mar 2021
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www.newscientist.com www.newscientist.com
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Vaughan, A. (n.d.). Did the coronavirus really come from frozen food, as the WHO suggests? New Scientist. Retrieved February 15, 2021, from https://www.newscientist.com/article/2267598-did-the-coronavirus-really-come-from-frozen-food-as-the-who-suggests/
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- Feb 2021
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astralcodexten.substack.com astralcodexten.substack.com
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famous movie review which describes the Wizard of Oz as: “Transported to a surreal landscape, a young girl kills the first person she meets and then teams up with three strangers to kill again.”
This is a great example of context collapse. It's factually true, but almost no one who's seen it would describe it this way.
It's reminiscent of how advertising and politics can twist meaning. Another great example is the horror cut of Disney's Frozen trailer https://www.youtube.com/watch?v=CIMk1_wwxz8
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- Oct 2020
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github.com github.com
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We could freeze the objects in the model but don't for efficiency. (The benefits of an immutable-equivalent data structure will be documented in vtree or blog post at some point)
first sighting: "immutable-equivalent data"
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github.com github.com
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When processors are exposed from a module (for example, unified itself) they should not be configured directly, as that would change their behavior for all module users. Those processors are frozen and they should be called to create a new processor before they are used.
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