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UQO Working Paper No. 2 — Decoding Real Estate Descriptions: text-based hedonic analysis of housing listings.

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1% Author: Simon-Pierre Boucher — contact@spboucher.ai2%3% ============================================================================4% PREAMBLE — packages, layout, custom commands (UQO working-paper style)5% ============================================================================67% --- Encoding & Language ---8\usepackage[utf8]{inputenc}9\usepackage[T1]{fontenc}10\usepackage[english]{babel}1112% --- Page Layout ---13\usepackage[letterpaper, margin=1in, headheight=15pt]{geometry}14\usepackage{setspace}15\onehalfspacing16\setlength{\parindent}{1.5em}17\setlength{\parskip}{0pt}1819% --- Typography ---20\usepackage{newtxtext,newtxmath}21\usepackage{amsmath,amsfonts}22\let\Bbbk\relax23\usepackage{amssymb}24\usepackage{mathtools}25\usepackage{microtype}2627% --- Tables ---28\usepackage{booktabs}29\usepackage{threeparttable}30\usepackage{tabularx}31\usepackage{array}32\usepackage{multirow}33\usepackage{longtable}34\usepackage{adjustbox}35\usepackage{siunitx}36\usepackage{dcolumn}3738% --- Figures ---39\usepackage{graphicx}40\graphicspath{{../figures/}{.}}41\usepackage[42  font       = small,43  labelfont  = bf,44  labelsep   = period,45  skip       = 8pt,46  justification = justified,47  singlelinecheck = false48]{caption}49\usepackage{subcaption}50\usepackage{float}51\usepackage{pdflscape}5253% --- Colors & Links ---54\usepackage[dvipsnames]{xcolor}55\usepackage[bookmarks, bookmarksnumbered]{hyperref}56\hypersetup{57  colorlinks  = true,58  linkcolor   = NavyBlue,59  citecolor   = NavyBlue,60  urlcolor    = NavyBlue,61}6263% --- Bibliography ---64\usepackage[authoryear,round,semicolon]{natbib}65\bibliographystyle{aer}6667% --- Headers & Footers ---68\usepackage{fancyhdr}69\pagestyle{fancy}70\fancyhf{}71\fancyhead[L]{\small\itshape Semantic Embeddings and Hedonic Pricing}72\fancyhead[R]{\small\thepage}73\renewcommand{\headrulewidth}{0.4pt}74\renewcommand{\footrulewidth}{0pt}75\fancypagestyle{plain}{%76  \fancyhf{}77  \fancyfoot[C]{\small\thepage}78  \renewcommand{\headrulewidth}{0pt}79}8081% --- Section Formatting ---82\usepackage{titlesec}83\titleformat{\section}{\large\bfseries}{\thesection.}{0.5em}{}84\titleformat{\subsection}{\normalsize\bfseries}{\thesubsection.}{0.5em}{}85\titleformat{\subsubsection}{\normalsize\itshape}{\thesubsubsection.}{0.5em}{}8687% --- Appendix Support ---88\usepackage[toc, page]{appendix}89\usepackage{enumitem}90\usepackage{etoolbox}9192% --- Custom Column Types ---93\newcolumntype{R}[1]{>{\raggedleft\arraybackslash}p{#1}}94\newcolumntype{L}[1]{>{\raggedright\arraybackslash}p{#1}}95\newcolumntype{C}[1]{>{\centering\arraybackslash}p{#1}}96\newcolumntype{d}[1]{D{.}{.}{#1}}9798% --- Custom Commands ---99\newcommand{\sym}[1]{\ensuremath{^{#1}}}100\newcommand{\stmark}[1]{\rlap{\textsuperscript{#1}}}101\DeclareMathOperator*{\plim}{plim}102\newcommand{\E}{\mathbb{E}}103\newcommand{\Var}{\mathrm{Var}}104\newcommand{\Cov}{\mathrm{Cov}}105\newcommand{\Corr}{\mathrm{Corr}}106\newcommand{\se}{\mathrm{s.e.}}107\newcommand{\tr}{\mathrm{tr}}108\newcommand{\rank}{\mathrm{rank}}109\newcommand{\diag}{\mathrm{diag}}110\newcommand{\R}{\mathbb{R}}111\newcommand{\N}{\mathbb{N}}112\newcommand{\eps}{\varepsilon}113\newcommand{\bfbeta}{\boldsymbol{\beta}}114\newcommand{\bfgamma}{\boldsymbol{\gamma}}115\newcommand{\bfalpha}{\boldsymbol{\alpha}}116\newcommand{\bfdelta}{\boldsymbol{\delta}}117\newcommand{\bftheta}{\boldsymbol{\theta}}118\newcommand{\bfSigma}{\boldsymbol{\Sigma}}119\newcommand{\bfOmega}{\boldsymbol{\Omega}}120\newcommand{\bfX}{\mathbf{X}}121\newcommand{\bfY}{\mathbf{Y}}122\newcommand{\bfy}{\mathbf{y}}123\newcommand{\bfe}{\mathbf{e}}124\newcommand{\bfs}{\mathbf{s}}125\newcommand{\iid}{\overset{\mathrm{iid}}{\sim}}126\newcommand{\pto}{\overset{p}{\to}}127\newcommand{\dto}{\overset{d}{\to}}128\newcommand{\ols}{\mathrm{OLS}}129\newcommand{\iv}{\mathrm{IV}}130\newcommand{\gmm}{\mathrm{GMM}}131\newcommand{\mle}{\mathrm{MLE}}132\newcommand{\pval}{\textit{p}-value}133\newcommand{\tstat}{\textit{t}-statistic}134\newcommand{\fstat}{\textit{F}-statistic}135\newcommand{\tablenote}[1]{\begin{minipage}{\linewidth}\footnotesize #1\end{minipage}}136\newcommand{\signote}{*** $p < 0.001$; ** $p < 0.01$; * $p < 0.05$.}137
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