2026 · Preprint

Stage-Supervised Latent Reasoning for Single-Shot JavaScript Deobfuscation

Uses intermediate Webcrack rewrites to supervise Coconut-style latent reasoning for JavaScript deobfuscation. Training exposes staged code transformations; inference receives obfuscated code and generates a cleaned program in one shot.

Scope and limitations

A work-in-progress study of one 3B backbone: 100 programs sampled from the 300 smallest benchmark inputs, split 60/20/20. Of 20 test outputs, 10 parsed and 8 matched teacher-derived outputs; the reported 80% is conditional on valid syntax. Semantic checks include manual inspection; stronger baselines and stage ablations remain future work.

Why it fits this collection

Explores how deterministic recovery stages can supervise learned code deobfuscation.

Publication and review details

Venue
arXiv
Status
Preprint
Publication / posting date
September 22, 2026
Date source
First arXiv submission; no formal proceedings publication was verified.
First arXiv submission
September 22, 2026
arXiv
2609.27058
Reviewed arXiv version
v1
DOI
10.48550/arxiv.2609.27058

Reviewed September 22 v1, explicitly labeled WIP, with a registered arXiv DOI. Article license is CC BY 4.0. Webcrack is a cited upstream supervision tool, not this paper’s implementation release; no dedicated author code, weights or training-artifact license was verified. Nothing was executed.

Sources reviewed

Source review only; experiments were not rerun for this collection. Cite the original authors using the linked paper or BibTeX.

Primary sources

  1. https://arxiv.org/abs/2609.27058v1
  2. https://arxiv.org/html/2609.27058v1
  3. https://api.datacite.org/dois/10.48550/arxiv.2609.27058