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README: SEO/GEO pass (atomic answer, TL;DR, query H2s, FAQ, citation)…
CI
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README: add typed-init row and E6 cross-task budget result to Results…
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README: trim project intro; drop dangling layout link
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README: remove the repository-layout section
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README: replace the long description with a project introduction
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README: point model link at huggingface.co/LakoreAI/sev
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Paper: add 'Technical Report' line above the author name
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Paper: add an experiments-find conclusion to the introduction
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Paper: remove Jev inference disclaimers (intro, Section III, Limitati…
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Paper: paraphrase the Jev guardrail sentence
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Paper: drop affiliation lines from the author block
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Paper: add E6 cross-task generalization + option-budget result (AG Ne…
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recast_bench: support Value label features (SST5) via explicit class …
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recast_bench: allow max_len/head_max_len override to probe option-tok…
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Rename project to Sev; update all references (repo, docs, configs, pa…
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Docs: refresh README, remove internal brief/plan/task docs and their …
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Paper: full-scale noise-averaging check (Eq. 5) and typed-init budget…
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Paper: add E5 consistency-probe results
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Paper: full-seed tables, sigma sweep to 4, reward-weight/ratio and 10…
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Fix noise-averaging probe generator device (CPU tensors need CPU gene…
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Add label-preserving option-permutation augmentation and CE-only config
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1024/256 run back to 4 epochs so it fits after batch2 probes
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Bump 1024/256 CE-only to 6 epochs (largest that fits the run window)
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1024 config to 4 epochs; add added-layer and typed-decisions-init var…
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Add 1024/256 CE-only config matching the laya-typed-decisions sequenc…
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