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+ ---
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+ language: en
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+ tags:
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+ - loracle
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+ - pretrain
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+ - v5
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+ - llama-3-3-70b
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+ license: mit
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+ ---
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+
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+ # Loracle pretrain v5 — Llama-70B (28k orgs)
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+
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+ Faithful reproduction of Yuan/Euan's v5 corpus pipeline:
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+
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+ - Stage 1: 66 FineFineWeb topic-category pools, ldnoobw + length-filtered.
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+ - Stage 2: 28k organisms, each (1-10 docs, 1-5 categories) sampled from cached
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+ v4.1-25k distributions (`paper_v5/v41_dists.json`).
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+ - QA: claude-haiku-4-5 batch, 8-type qtype taxonomy mirroring v4.1
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+ (T0_terse / T1_prose_summary / T1_detailed / T2_complement / T3_bullet /
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+ T4_classify / T5_yesno / T6_free).
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+
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+ Per-org training-LoRA hparams attached to each row:
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+ - `lr`: log-Uniform[3e-4, 1e-3]
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+ - `epochs`: Uniform{1, 2, 3}
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+
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+ Splits ≈ 27.6k train / 175 dpo_heldout / 175 val.