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+ # Inference Test — step14212405 (2026-03-17 ~01:47 UTC)
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+ ## Checkpoint: pretrain_step14212405.pt
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+ ## Training progress: ~12.91B/35B tokens (36.9%)
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+
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+ ### AR Test
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+ - Prompt: 'The principles of fluid dynamics govern how liquids and gases'
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+ - Output: arangeofspecificaspects,suchas"variousformsofmediatoactivatingoutilyministerialseats,fromadverselyregressionofthepersonalityperiodforthepersonalityconsultants,whoimmigratedtoothercountriesatthecoreofhispeacewiththeratificatemodern-dayuseofitsownprimarypromptes,whichwasassessedby
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+ - Notes: No spaces, severe topic drift into politics/personality. Still garbled.
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+
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+ ### SAT Fixed Test
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+ - Prompt: 'the process of stellar nucleosynthesis creates heavier elements inside stars'
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+ - Output: eciaade.PreatberCh("neletusdelstemerachseSrabollibautup:gur,spGolRterasallepwefofofafacofofarerenhimmeub.LarLserod;inouNcomde:ifiilel's202of:ortZn.SitIGuline
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+ - Notes: Garbled subword fragments. SAT still not producing coherent text.
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+
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+ ### SAT Variable Test
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+ - Prompt: 'the evolution of writing systems from cuneiform to modern alphabets'
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+ - Output: atuslesillineWachyletstberSjolledecrellajaualeRlificzballiv00roGiclbant'KquienCZichtemBunLesehrthatFranteranverasderovensiaofite'epifInapp:of.Dofobofominassgitdecheapol
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+ - Notes: Garbled subword fragments. SAT variable still not producing coherent text.
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+
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+ ### Summary
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+ - AR: Produces connected words but no spaces, heavy topic drift (prompt about fluid dynamics → politics)
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+ - SAT fixed: Still garbled subword fragments at 36.9%
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+ - SAT variable: Still garbled subword fragments at 36.9%
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+ - Slight improvement in AR coherence compared to earlier checks, but still fundamentally broken output