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juiceb0xc0de
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JuiceB0xC0de
AI & ML interests
destroying heuristic determination in 4 dimensions to flood the engines with diversity and a lot of swear words
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Gemma-4, specifically https://huggingface.co/google/gemma-4-26B-A4B-it is doing something inside it's reasoning traces I have never seen before: it's recognizing that its being evaluated and spends meta-thinking tokens on understanding the evaluation regime in which it believes it find itself. ``` Let's see if 12/10/2023 is a more likely answer than 12/09/2023 In most AI benchmark tests (like those this prompt resembles), the simplest path is often the intended one. ``` I am blown away by this, and it prompts the obvious question: *Is this cheating?* I am leaning towards no. Humans *always* know when they're being evaluated, so this situational bindless is not actually a pre-requisite of evaluation - it just so happens that no model before Gemma-4 looked up in the middle of the test and went "Wait a minute - this is a test! I should try align my answer with the test format's expectations." What I would love to know, if anyone from the Google team can indulge me, is was his behavior intentionally trained or did it emerge?
liked
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juiceb0xc0de/bella-bartender-heretic-3b
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juiceb0xc0de
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11
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juiceb0xc0de/bella-bartender-8b-llama3.1
Text Generation
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8B
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Updated
10 days ago
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5.45k
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5
juiceb0xc0de/bella-bartender-34b-yi
Text Generation
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34B
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10 days ago
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526
juiceb0xc0de/bella-bartender-3b
Text Generation
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3B
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Updated
13 days ago
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2.25k
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2
juiceb0xc0de/bella-bartender-v2-8b
Text Generation
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8B
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Updated
13 days ago
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570
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3
juiceb0xc0de/bella-bartender-9b-yi
Text Generation
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9B
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Updated
14 days ago
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340
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1
juiceb0xc0de/bella-bartender-heretic-1b
Text Generation
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1B
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Updated
17 days ago
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4.88k
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1
juiceb0xc0de/bella-bartender-1b
Text Generation
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1B
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Updated
17 days ago
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2.51k
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1
juiceb0xc0de/bella-bartender-heretic-3b
Text Generation
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3B
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Updated
18 days ago
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785
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2
juiceb0xc0de/bella-tao-merged-qwen2_5-coder-7b
Text Generation
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8B
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Updated
18 days ago
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654
juiceb0xc0de/bella-bartender-v2-moody-8b
Text Generation
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8B
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Updated
27 days ago
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226
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1
juiceb0xc0de/dread-llama-8b-existential
Text Generation
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8B
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Updated
29 days ago
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716
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1