% ============================================================================ % Appendix % ============================================================================ \newpage \begin{appendices} \renewcommand{\thetable}{A\arabic{table}} \renewcommand{\thefigure}{A\arabic{figure}} \setcounter{table}{0} \setcounter{figure}{0} \section{Variable Definitions} \label{app:variables} \begin{table}[htbp] \centering \caption{Variable Definitions} \label{tab:app_variables} \small \begin{tabular}{@{}p{4.2cm}p{10.5cm}@{}} \toprule Variable & Definition \\ \midrule AI\,Adopt (\texttt{ai\_adoption\_wmean}) & Section-weighted mean cosine similarity of a firm's 10-K text chunks to the AI-internal-adoption anchor in fiscal year $Y$. \\[4pt] AI\,Infra (\texttt{ai\_infrastructure\_wmean}) & Section-weighted mean similarity to the AI-compute-infrastructure anchor. \\[4pt] AI\,Risk (\texttt{ai\_disruption\_risk\_wmean}) & Section-weighted mean similarity to the AI-product-disruption-risk anchor. \\[4pt] AI\,Compos & $\tfrac12[z(\text{AI\,Adopt})+z(\text{AI\,Infra})]$, with $z$ the within-year cross-sectional standardization. \\[4pt] Forward return & Buy-and-hold simple return from July of $Y{+}1$ to June of $Y{+}2$ (adjusted close, dividends reinvested). \\[4pt] Market-adjusted return & Forward return minus the contemporaneous SPY return. \\[4pt] Size & Natural logarithm of the market-cap proxy (latest shares outstanding $\times$ price) at formation. \\[4pt] Momentum & Own return over the 12 months ending at formation, skipping the last month. \\[4pt] Volatility & Annualized standard deviation of monthly returns over the trailing 12 months. \\[4pt] Post & Indicator equal to one for formation (fiscal) years $\ge 2022$. \\[4pt] CAR & Cumulative market-model abnormal return; market model estimated Jan--Oct 2022, event window Nov 2022--Jun 2024. \\ \bottomrule \end{tabular} \end{table} \section{Data Sources and Reproducibility} \label{app:repro} Semantic factors are from the EDGAR Research Database (UQO), which embeds 10-K text with the \texttt{all-MiniLM-L6-v2} sentence transformer and scores each chunk by cosine similarity to curated anchor passages. Equity prices (monthly and daily) are from Yahoo Finance; the Fama--French five factors, the momentum factor, and the risk-free rate are from the Kenneth R.\ French data library. All return tests use look-ahead-free July-formation forward returns, with signals taken from the 10-K of the preceding fiscal year. The analysis pipeline downloads prices, builds the merged firm-year panel, runs the portfolio sorts, factor regressions, panel and Fama--MacBeth estimators, the difference-in-differences specifications, and the market-model event study, and emits all figures and tables programmatically; numerical results are serialized to machine-readable result files so that every number reported in the paper is reproducible from source. \end{appendices}