% ============================================================================ % UQO Working Paper Template — Economics / Finance % ============================================================================ \documentclass[12pt,letterpaper]{article} % --- Encoding & Language --- \usepackage[utf8]{inputenc} \usepackage[T1]{fontenc} \usepackage[english]{babel} % --- Page Layout --- \usepackage[ letterpaper, top=1in, bottom=1in, left=1in, right=1in ]{geometry} % --- Typography --- \usepackage{mathptmx} % Times-like font (text + math) \usepackage{microtype} % Improved typographic refinements \usepackage{setspace} \onehalfspacing % 1.5 line spacing % --- Math --- \usepackage{amsmath,amssymb,amsthm} \newtheorem{proposition}{Proposition} \newtheorem{conjecture}{Conjecture} % --- Tables --- \usepackage{booktabs} \usepackage{tabularx} \usepackage{multirow} \usepackage{threeparttable} \usepackage{siunitx} \sisetup{ input-symbols = {()}, table-format = -1.3, parse-numbers = false } % --- Figures --- \usepackage{graphicx} \usepackage{url} \urlstyle{tt} \usepackage{subcaption} \usepackage{float} % --- Colors & Links --- \usepackage[dvipsnames]{xcolor} \usepackage[ colorlinks = true, linkcolor = NavyBlue, citecolor = NavyBlue, urlcolor = NavyBlue, breaklinks = true ]{hyperref} % --- Bibliography --- \usepackage[authoryear,round,semicolon]{natbib} \bibliographystyle{aer} % --- Captions --- \usepackage[ font = small, labelfont = bf, labelsep = period, justification = justified, singlelinecheck = false ]{caption} % --- Headers & Footers --- \usepackage{fancyhdr} \pagestyle{fancy} \fancyhf{} \renewcommand{\headrulewidth}{0pt} \fancyfoot[C]{\thepage} % --- Section Formatting --- \usepackage{titlesec} \titleformat{\section}{\large\bfseries}{\thesection.}{0.5em}{} \titleformat{\subsection}{\normalsize\bfseries}{\thesubsection.}{0.5em}{} \titleformat{\subsubsection}{\normalsize\itshape}{\thesubsubsection.}{0.5em}{} % --- Appendix Support --- \usepackage[toc,page]{appendix} % --- Misc --- \usepackage{enumitem} \setlist{nosep,leftmargin=*} % ============================================================================ % METADATA — Edit these fields for each working paper % ============================================================================ \newcommand{\WPnumber}{AI-0002} \newcommand{\WPtitle}{Human Text Reconstruction} \newcommand{\WPsubtitle}{Learning the Inverse of LLM-Induced Transformations in Scientific Writing} \newcommand{\WPdate}{November 2026} \newcommand{\WPversion}{0.1 (draft)} \newcommand{\WPabstract}{% \input{sections/abstract}% } \newcommand{\WPkeywords}{paraphrase inversion, scientific writing, style reconstruction, large language models, stylometry, encoder--decoder Transformers, data governance, open licences} \newcommand{\WPjel}{C45, C55, C88, O33} % --- Author --- \newcommand{\WPauthor}{Simon-Pierre Boucher} \newcommand{\WPaffiliation}{% Département des sciences administratives\\ Université du Québec en Outaouais% } \newcommand{\WPemail}{simon-pierre.boucher@uqo.ca} \newcommand{\WPaddress}{% Gatineau -- Pavillon Alexandre-Taché\\ 283, boulevard Alexandre-Taché\\ Gatineau, Québec, Canada J9A 1L8% } % --- Numbers generated from run artefacts (scripts/build_paper_numbers.py) --- \IfFileExists{numbers.tex}{\input{numbers.tex}}{} \providecommand{\pending}[1]{\textcolor{red}{[pending: #1]}} % ============================================================================ % DOCUMENT % ============================================================================ \begin{document} \input{sections/titlepage} \input{sections/introduction} \input{sections/related_work} \input{sections/research_questions} \input{sections/data_and_rights} \input{sections/rewrite_protocol} \input{sections/models_and_objectives} \input{sections/experimental_design} \input{sections/results} \input{sections/ablations} \input{sections/robustness} \input{sections/human_evaluation} \input{sections/threats_to_validity} \input{sections/ethics_and_licensing} \input{sections/limitations} \input{sections/conclusion} \newpage \bibliography{references} \input{appendix/appendix} \end{document}