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Commits on Aug 20, 2026
r6: save every 300 steps (preemptions were outliving the 1000-step save interval)
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Hebrew s45 phonikud curriculum verified 16.58% DER (s43 17.46): new teacher of record
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MODELS: Thai 1.7260% PER (scaleup600k) — new best
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distill order: Thai GO (verdict landed); s45 restarted note
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Thai teacher verdict: scaleup600k verified 1.7260% PER (was 2.32); distill gate now <=2.6 PER
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distill prompt: explicit start-now order; Thai gated on scaleup600k verdict
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distill prompt: in-flight successors, Persian v5 rescore verdict, WikiNews OOD note
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s45 stage1: batch 16 x accum 4 + expandable segments (batch-64 OOM at 512 tokens)
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Hebrew s45: phonikud knesset 1.5M weak-pretrain then gold fine-tune (s43 recipe); decontam + dedupe prep
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r6: morphological aux-task multitask (TAG: prefix format, 4x upsample, init r5, 24h timeout)
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docs: full results audit, blog post, refreshed distill prompt
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docs: GTPO-GRPO closed flat — third negative RL result
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fix: GRPO image missing pyarabic (same as RAFT bug)
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fix: materialize best/ before final eval on flat curves
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perf: GRPO right-sized for A100-80GB throughput
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fix: GRPO attention-score OOM — 1x16 micro-batch + SDPA
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fix: GRPO throughput — 400 steps, save 50, eval 100
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fix: graded alignment-based der() — binary reward was dead
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fix: GRPO OOM root cause — enable gradient checkpointing
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docs: r5 WikiNews cross-domain tradeoff (+0.53 WER)
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fix: GRPO OOM — halve seqs per forward, detach entropy weights
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docs: umbrella Arabic headline 2.68/1.60 (r5)
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docs: r5 SOTA in paper tables + MODELS manifest
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docs: r5 paragraph-context verdict — 2.6775/1.5965, beats verified GLM-5.2
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fix: expose eval args through local entrypoint
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docs: RAFT run-002 closed — flat on benchmark (2.8515/2.8308 vs r3 2.8429)
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fix: r5 OOM at 9048 — batch 1 / accum 30 (same effective batch)
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docs: r3 WikiNews-2024 multi-ref verdict (19.99/12.60 WER/DER)
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fix: stem-mode scoring excluded from totals, not auto-credited
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feat: multi-reference WikiNews eval (QCRI EMNLP 2025 protocol)
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fix: RAFT missing pyarabic; morph fallback on 'Not exists' analyses
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fix: two-tier morph labeling — exact tags + coarse fallback
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docs: arXiv sweep Aug 2026 — GTPO applied, HomoRich/DIVRIT checked
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feat: GTPO entropy-weighted credit assignment in GRPO
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feat: qalsadi morphological labeling for the aux-task lever
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