From fba310ae1925ce85ad94b87d424273afe6606521 Mon Sep 17 00:00:00 2001 From: Ronald Tse Date: Tue, 25 Aug 2026 22:13:49 +0800 Subject: [PATCH] paper v2: figures (frontier, decode, architecture), training configuration, qualitative decode examples, extended related work and references --- docs/paper-assets/architecture.png | Bin 0 -> 74294 bytes docs/paper-assets/decode.png | Bin 0 -> 57182 bytes docs/paper-assets/frontier.png | Bin 0 -> 67981 bytes docs/paper.adoc | 66 +++++++++++++++++++++++++++-- 4 files changed, 63 insertions(+), 3 deletions(-) create mode 100644 docs/paper-assets/architecture.png create mode 100644 docs/paper-assets/decode.png create mode 100644 docs/paper-assets/frontier.png diff --git a/docs/paper-assets/architecture.png b/docs/paper-assets/architecture.png new file mode 100644 index 0000000000000000000000000000000000000000..47bb22e762f0bcc037081aa25e8b0f4060f45135 GIT binary patch literal 74294 zcmdSA1y>wF*Dah7NP-8K0TNt-yAzzj-6gm?0|^en-3jjQ?hqij%i!+ru3zVQ-uGMg 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Randomly initialized students collapse at every capacity tested; the pretrained rung (green) is the whole quality cliff. The hollow point marks the same ByT5-small student scored under the beam-4 evaluation convention — see <>. + Three findings: 1. **Random initialization collapses regardless of capacity or structure.** The bridge projections (teacher activations ridge-regressed into the student's geometry) measurably improve internal structure — 75.80 → 71.12 — but cannot rescue task accuracy. Enlarging without pretraining does not help (70M scores *worse* than 33M). @@ -198,6 +231,9 @@ Porting beam search into the runtimes forced an apples-to-apples measurement on Exact match barely moves; edit distance collapses by 4.2x. The signature is diagnostic: beam decoding is mangling precisely the sentences the model did not get exactly right. +image:paper-assets/decode.png[Decode distributions and alpha sweep,width=620,align=center] +.Caption: (a) Top-1 log-probabilities at successive positions of a representative greedy decode, against the uniform baseline ln(259); the argmax is barely distinguished from the field. (b) PER by decode on a 150-sentence subset; no normalization exponent recovers greedy quality. + === The mechanism Distilled byte-level students have *flat* per-token distributions. On the measured artifact, the top-1 log-probability at a typical decoding position is ≈ −4.6 against a uniform baseline of ln(259) ≈ −5.6 — the argmax is barely distinguished from the field. Greedy decoding rides these tiny margins consistently and produces coherent output. @@ -208,6 +244,17 @@ Beam search ranks *completions* by accumulated likelihood. On flat distributions * with raw cumulative scores, short completions win — the maximum-likelihood complete hypothesis on this model genuinely is a truncation (`sa˨˩` for "สวัสดี"); * an α sweep (0, 0.3, 0.6, 1.0) produced PERs of 69.8, 70.1, 70.4, and 45.9 on a 150-sentence subset where greedy scores 3.20 — *no* normalization exponent recovers greedy quality. +A concrete example from the shipped artifact, input Thai for "hello": + +[%autowidth,cols="1,1"] +|=== +|Decode |Output + +|greedy |`sa˨˩.wat̚˨˩.diː˧` (correct) +|beam-4, α=1 |`sa˨˩.wat̚˨˩.sat̚˨˩.sa˨˩` (runs long) +|beam-4, raw |`sa˨˩` (truncates) +|=== + The published beam-4 figures were not wrong measurements; they were measurements of the decode. Under a protocol users never execute, they overstated error 4.2x. === Implications @@ -252,6 +299,19 @@ The phonological layer ships: eleven models, four languages, two tiers, one arti == References +* [%hardbreaks] + Yao, K., Zweig, G. _Sequence-to-sequence neural net models for grapheme-to-phoneme conversion._ INTERSPEECH 2015. + + +* Rao, K., Peng, F., Sak, H., Beaufays, F. _Grapheme-to-phoneme conversion using long short-term memory recurrent neural networks._ ICASSP 2015. + + +* Yolchuyeva, B., Németh, G., Gyires-Tóth, B. _Grapheme-to-phoneme conversion with deep learning._ Speech Communication 114 (2019). + + +* Meister, I., Cotterell, R., Vieira, T. _If beam search is the answer, what was the question?_ EMNLP 2020. + + +* Dettmers, T., Lewis, M., Shleifer, S., Zettlemoyer, L. _LLM.int8(): 8-bit matrix multiplication for transformers at scale._ NeurIPS 2022. + + +* Frantar, E., Ashkboos, S., Hoefler, T., Alistarh, D. _GPTQ: Accurate post-training quantization for generative pre-trained transformers._ ICLR 2023. + * [%hardbreaks] Open Geospatial Consortium. _Interoperable Script Conversion Systems_ (OGC Abstract Specification Topic). +