spb/wpai0002_uqo

1% ============================================================================2% UQO Working Paper Template — Economics / Finance3% ============================================================================4\documentclass[12pt,letterpaper]{article}56% --- Encoding & Language ---7\usepackage[utf8]{inputenc}8\usepackage[T1]{fontenc}9\usepackage[english]{babel}1011% --- Page Layout ---12\usepackage[13  letterpaper,14  top=1in,15  bottom=1in,16  left=1in,17  right=1in18]{geometry}1920% --- Typography ---21\usepackage{mathptmx}          % Times-like font (text + math)22\usepackage{microtype}         % Improved typographic refinements23\usepackage{setspace}24\onehalfspacing                % 1.5 line spacing2526% --- Math ---27\usepackage{amsmath,amssymb,amsthm}28\newtheorem{proposition}{Proposition}29\newtheorem{conjecture}{Conjecture}3031% --- Tables ---32\usepackage{booktabs}33\usepackage{tabularx}34\usepackage{multirow}35\usepackage{threeparttable}36\usepackage{siunitx}37\sisetup{38  input-symbols = {()},39  table-format  = -1.3,40  parse-numbers = false41}4243% --- Figures ---44\usepackage{graphicx}45\usepackage{url}46\urlstyle{tt}47\usepackage{subcaption}48\usepackage{float}4950% --- Colors & Links ---51\usepackage[dvipsnames]{xcolor}52\usepackage[53  colorlinks  = true,54  linkcolor   = NavyBlue,55  citecolor   = NavyBlue,56  urlcolor    = NavyBlue,57  breaklinks  = true58]{hyperref}5960% --- Bibliography ---61\usepackage[authoryear,round,semicolon]{natbib}62\bibliographystyle{aer}6364% --- Captions ---65\usepackage[66  font       = small,67  labelfont  = bf,68  labelsep   = period,69  justification = justified,70  singlelinecheck = false71]{caption}7273% --- Headers & Footers ---74\usepackage{fancyhdr}75\pagestyle{fancy}76\fancyhf{}77\renewcommand{\headrulewidth}{0pt}78\fancyfoot[C]{\thepage}7980% --- Section Formatting ---81\usepackage{titlesec}82\titleformat{\section}{\large\bfseries}{\thesection.}{0.5em}{}83\titleformat{\subsection}{\normalsize\bfseries}{\thesubsection.}{0.5em}{}84\titleformat{\subsubsection}{\normalsize\itshape}{\thesubsubsection.}{0.5em}{}8586% --- Appendix Support ---87\usepackage[toc,page]{appendix}8889% --- Misc ---90\usepackage{enumitem}91\setlist{nosep,leftmargin=*}9293% ============================================================================94% METADATA — Edit these fields for each working paper95% ============================================================================96\newcommand{\WPnumber}{AI-0002}97\newcommand{\WPtitle}{Human Text Reconstruction}98\newcommand{\WPsubtitle}{Learning the Inverse of LLM-Induced Transformations in Scientific Writing}99\newcommand{\WPdate}{November 2026}100\newcommand{\WPversion}{0.1 (draft)}101\newcommand{\WPabstract}{%102\input{sections/abstract}%103}104\newcommand{\WPkeywords}{paraphrase inversion, scientific writing, style reconstruction, large language models, stylometry, encoder--decoder Transformers, data governance, open licences}105\newcommand{\WPjel}{C45, C55, C88, O33}106107% --- Author ---108\newcommand{\WPauthor}{Simon-Pierre Boucher}109\newcommand{\WPaffiliation}{%110  Département des sciences administratives\\111  Université du Québec en Outaouais%112}113\newcommand{\WPemail}{simon-pierre.boucher@uqo.ca}114\newcommand{\WPaddress}{%115  Gatineau -- Pavillon Alexandre-Taché\\116  283, boulevard Alexandre-Taché\\117  Gatineau, Québec, Canada J9A 1L8%118}119120% --- Numbers generated from run artefacts (scripts/build_paper_numbers.py) ---121\IfFileExists{numbers.tex}{\input{numbers.tex}}{}122\providecommand{\pending}[1]{\textcolor{red}{[pending: #1]}}123124% ============================================================================125% DOCUMENT126% ============================================================================127\begin{document}128\input{sections/titlepage}129\input{sections/introduction}130\input{sections/related_work}131\input{sections/research_questions}132\input{sections/data_and_rights}133\input{sections/rewrite_protocol}134\input{sections/models_and_objectives}135\input{sections/experimental_design}136\input{sections/results}137\input{sections/ablations}138\input{sections/robustness}139\input{sections/human_evaluation}140\input{sections/threats_to_validity}141\input{sections/ethics_and_licensing}142\input{sections/limitations}143\input{sections/conclusion}144\newpage145\bibliography{references}146\input{appendix/appendix}147\end{document}148