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36 changes: 29 additions & 7 deletions docs/paper-a.adoc
Original file line number Diff line number Diff line change
Expand Up @@ -101,13 +101,6 @@ we are not aware of a published single-variable comparison of the
auxiliary's representation under fixed everything-else, which is the
gap Section 4 fills.

[NOTE]
--
Full bibliographic entries are assembled in the camera-ready pass from
the rababa literature notes; the numbers above are the measured/
published values our leaderboard rows carry.
--

== 3. Protocol

=== 3.1 Windowed DER-CE
Expand Down Expand Up @@ -268,6 +261,35 @@ ledger (RESULTS.md) with every verdict, interval, and provenance hash.
Paper B carries the client-tier artifacts (distilled IMF v1 zips,
parity and margin reports, cross-runtime byte parity).

== References

* [%hardbreaks]
Aldallal, Z., Chrouf, S., Hennara, K., Hamed, M. M., Hreden, M., AlModhayan, S. _Sadeed: Advancing Arabic diacritization through small language model._ arXiv:2504.21635, 2025. (Introduces the Sadeed-1.5B baseline; the SadeedDiac-25 benchmark protocol.)
+
* Mohamed, A., Mubarak, H. _Advancing Arabic diacritization: Improved datasets, benchmarking, and state-of-the-art models._ EMNLP 2025, pp. 16718-16730. (WikiNews-2024 multi-reference evaluation.)
+
* Xue, L. et al. _ByT5: Towards a token-free future with pre-trained byte-to-byte models._ NeurIPS 2021.
+
* Raffel, C. et al. _Exploring the limits of transfer learning with a unified text-to-text transformer._ JMLR 2020.
+
* Hinton, G., Vinyals, O., Dean, J. _Distilling the knowledge in a neural network._ arXiv:1503.02531, 2015.
+
* Kim, Y., Rush, A. _Sequence-level knowledge distillation._ EMNLP 2016.
+
* Tse, R. et al. _Interscript: an interoperable script conversion system registry._ 2022.

[NOTE]
--
LLM leaderboard rows (Claude-3.7-Sonnet, GLM-5.2/5.3, Gemini-Flash-2.0,
GPT-4) are identified by their vendors' published model identifiers and
measured values under the protocol of Section 3; per-vendor technical
reports are cited in the camera-ready pass. The auxiliary-supervision
literature comparison (Section 2) draws on the Semitic multi-task
morphology line catalogued in the companion repository's literature
notes; its per-work citations are likewise completed at camera-ready
from those notes rather than from memory.
--

== Allocation note

Paper A per the 2026-08-29 two-paper decision (PUBLICATION-NOTES.md):
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