From 8b0721de2c7ec90df284b9e446392e18a034b5f7 Mon Sep 17 00:00:00 2001 From: Ronald Tse Date: Mon, 7 Sep 2026 02:56:20 +0200 Subject: [PATCH] =?UTF-8?q?docs(papers):=20propagate=20the=202.0=20correct?= =?UTF-8?q?ion=20=E2=80=94=204.8218=20withdrawn,=205.08=20canonical?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit The results ledger corrected the ara-diac-small-2.0 full-set number on 2026-09-05: the published 4.8218 did not reproduce; two independent later measurements (harness re-eval 5.0821; artifact-level on the released zip bytes 5.0329) agree. Consequences propagated exactly as the ledger states them: the ladder endpoint is the released 4.57 tier (45% reduction, both figures re-verified); rung deltas restated on the corrected control (r7-labels -0.21pp, 6-epoch -0.51pp); MTP-aux is level with the corrected control and failed its pre-registered gate; register swap +0.72pp; G2b is flat against news-only training and sits between control and news-only; GKD +1.43pp over the rung it was meant to improve. The withdrawal itself is disclosed in the distilled-tier section — it is the measurement- discipline thesis wearing its own clothes. Both trees compile clean. --- docs/paper-arabic/main.pdf | Bin 170294 -> 170679 bytes docs/paper-arabic/main.tex | 44 +++++++++++++++++++++-------------- docs/paper-umbrella/main.pdf | Bin 147292 -> 147311 bytes docs/paper-umbrella/main.tex | 8 +++---- 4 files changed, 30 insertions(+), 22 deletions(-) diff --git a/docs/paper-arabic/main.pdf b/docs/paper-arabic/main.pdf index 37f034fca2c56e242cfecaeb91afb794ecdd100e..dff6e942c2dc2d5fde337db72cf72ec5e28121e6 100644 GIT binary patch delta 14931 zcmajlQ*b5>uqNObU(AVZOl;fc#J24(wr$(CZBLSkZQI#@xAt70%dYCHuC98kp6=F0 zKwAqSo&uCDk(jDMfgci>p_g+v(xQ`*G25HxNHerVDG&w@fO>`xc@1WS%5CAqXTPq~y(*RuCzgdG!3;j+V z$+(7gVPB!kWh5=X%eu%G(kF%&({IOXA9YHGbmt4C4CBgB;LQgnRGM7$22c>T#)bq_ z0cv4)(=wm;onk%LpJGgcFikIKaI;-+;EzJ@W)8V-{i_OGnxvn`q` zk}!#;JZC?|CB^x;=7x}p-IKH1(o%KhV~O@D_xmYKPinT3HdDTw@~m#M6z)K`#ng!M zx@9WG!wAzAbIs8i{!EFcrCSoyH6;9-Wi;fmdx0ptTTU9-QBj1x+-}IWh4vW}3@ZU%7aT!m_HAB?LL%sr?G|FW z{rEiXaRgT$&W!ZU?Uc=HTWwnwsKhN7ASqHPdi{AQogRi1A<(g4zs(PL*I#HUC<_$l 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reaches 4.82\% (42\% error +A distilled 300M client-tier student reaches 4.57\% (45\% error reduction) through a controlled lever ladder whose two registered negatives---multi-token-prediction auxiliary and constant-budget register mixing---mirror the RL negative: at SFT convergence every @@ -85,15 +85,16 @@ \section{Introduction} which matches our 580M teacher's 2.62\%), not writing convention (the dagger-alif effect is 0.125pp). \item A distilled client tier at 300M parameters: 8.26\% - $\rightarrow$ \textbf{4.82\%} (42\% error reduction at + $\rightarrow$ \textbf{4.57\%} (45\% error reduction at identical architecture) via a controlled lever ladder - (optimizer $-2.96$pp, fresher teacher labels $-0.47$pp, - longer training $-0.25$pp), plus four registered negatives - (multi-token-prediction auxiliary $+0.26$pp; register swap - $+0.98$pp; register add flat-with-epochs-cancelled at 4.82; - on-policy GKD $+1.18$pp, the worst rung) showing that neither - frontier-training techniques, register mixing in either - direction, nor on-policy exposure substitute + (optimizer $-2.96$pp, fresher teacher labels $-0.21$pp, + longer training $-0.51$pp), plus four registered negatives + (multi-token-prediction auxiliary level with control and far + from its gate; register swap $+0.72$pp; register add flat + against news-only training; on-policy GKD $+1.43$pp over the + rung it was meant to improve, the worst measured) showing that + neither frontier-training techniques, register mixing in + either direction, nor on-policy exposure substitute for supervision quality. \item A three-way RL negative result (RAFT, sequence-GRPO on Persian, entropy-weighted GTPO-GRPO on Arabic): all flat or negative at @@ -224,21 +225,28 @@ \subsection{The frontier regression axis} \subsection{The distilled client tier} The same benchmark disciplines a 300M distilled student shipped for browser/edge inference. From the 1.0 rung (8.26\%), a pre-registered -lever ladder reached \textbf{4.82\%} (42\% error reduction at +lever ladder reached \textbf{4.57\%} (45\% error reduction at identical architecture and artifact size): the Muon optimizer~\cite{muon} alone contributes $-2.96$pp (a controlled 2$\times$2 factorial closes additively: optimizer $-2.96$, memory-layer capacity $-0.70$, -combined $-3.43$), fresher r7 teacher labels $-0.47$pp, and longer -training a further $-0.25$pp (4.57\%). Four registered negatives +combined $-3.43$), fresher r7 teacher labels $-0.21$pp, and longer +training a further $-0.51$pp. (The 2.0 rung's originally published +4.8218 did not reproduce---two independent later measurements, +including one at the artifact level on the exact released bytes, +agree on 5.08; the figure was withdrawn and the ladder restated on +the corrected number.) Four registered negatives bracket the ladder: multi-token-prediction~\cite{mtp} as a training auxiliary -scored 5.09\% ($+0.26$pp vs control, with a disclosed preemption +scored 5.09\% (level with the corrected control and far from its +pre-registered 4.52 gate, with a disclosed preemption confound); swapping news-domain training units for classical -Tashkeela at constant budget scored 5.81\% ($+0.98$pp); adding -18k classical units on top at matched epochs scored 4.82\%---flat -against the 3-epoch control and 0.25pp behind news-only training at -the same epochs, the add canceling the epoch gain entirely; and +Tashkeela at constant budget scored 5.81\% ($+0.72$pp over the +corrected control); adding 18k classical units on top at matched +epochs scored 4.82\%---statistically flat against news-only training +at the same epochs (4.57, intervals overlapping) and sitting between +the corrected 3-epoch control and the news-only rung; and on-policy generalized distillation~\cite{gkd} (reverse-KL on student-sampled -sequences scored by the frozen teacher) scored 6.00\% ($+1.18$pp, +sequences scored by the frozen teacher) scored 6.00\% ($+1.43$pp over +the off-policy rung it was meant to improve, the worst rung measured)---the domain-coverage hypothesis failing in every direction it was tested. 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