7373\maketitle
7474
7575\begin {frame }{Outline}
76- \tableofcontents
76+ \begin {columns }[c]
77+ \begin {column }{0.45\textwidth }
78+ \tableofcontents
79+ \end {column }
80+ \begin {column }{0.45\textwidth }
81+
82+ \end {column }
83+ \end {columns }
7784\end {frame }
7885
7986% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
@@ -267,13 +274,12 @@ \section{Results}
267274
268275
269276\begin {frame }{Oligopoly Experiments}
270- \begin {figure }[htpb!]
271- \centering
272- \includesvg [width=0.7\linewidth ]{latex/imgs/res/convergence_prices_by_num_agents.svg}
273- \caption {}
274- \label {fig:monopoly_convergence }
275- \end {figure }
276-
277+ \begin {figure }[htpb!]
278+ \centering
279+ \includesvg [width=.65\linewidth ]{latex/imgs/res/convergence_prices_by_num_agents.svg}
280+ \caption {Oligopolistic data distribution, 42--168 data points ($ \bullet $ ) per supergroup (3 $ \alpha $ s $ \times $ 7 runs $ \times $ number of firms; average of last 50 rounds), triangles ($ \blacktriangle $ ) represent subgroup averages, dashed lines ($ \text {- -}$ ) represent Nash prices and Monopoly prices per supergroup.}
281+ \label {fig:oligopols }
282+ \end {figure }
277283\end {frame }
278284
279285\begin {frame }{Oligopoly Results: Folk Theorem-style effects?}
@@ -286,25 +292,20 @@ \section{Textual analysis}
286292
287293
288294\begin {frame }[fragile]{Textual analysis: clustering approach}
295+ \begin {enumerate }
296+ \item Split PLANS into sentences;
297+ \item Embedded using SentenceTranformer\footnote {all-mpnet-base-v2};
298+ \item PCA from 768 → 9 dimensions (50\% variance);
299+ \item K-means to cluster sentences meaning-wise;
300+ \item Assign labels to clusters;
301+ \item Compared proportion of sentences for each cluster between P1 vs. P2 (relative prevalence);
302+ $$
303+ \text {Relative Prevalence} = \frac {\text {P1 Proportion}}{\text {P2 Proportion}} - 1
304+ $$
305+ \end {enumerate }
306+ \end {frame }
289307
290- \begin {enumerate }
291- \item Split PLANS into stenentces;
292- \item Embedded using SentenceTranformer\footnote {all-mpnet-base-v2};
293- \item PCA from 768 → 9 dimensions (50\% variance);
294- \item K-means to cluster sentences meaning-wise;
295- \item Assign labels to clusters;
296- \item Compared proportion of sentences for each cluster between P1 vs. P2 (relative prevalence);
297- $$
298- \text {Relative Prevalence} = \frac {\text {P1 Proportion}}{\text {P2 Proportion}} - 1
299- $$
300- \end {enumerate }
301-
302- \begin {itemize }
303-
304-
305- \end {itemize }
306308
307- \end {frame }
308309\begin {frame }[fragile]{Textual analysis: clustering approach (cont.)}
309310
310311\includesvg [width=0.9\linewidth ]{latex/imgs/res/text_analysis_relative_prevalence_cluster.svg}
@@ -353,6 +354,16 @@ \section{Textual analysis}
353354
354355\end {frame }
355356
357+ % %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
358+ \section {Discussion }
359+
360+ \begin {frame }{Findings}
361+
362+ \end {frame }
363+
364+ \begin {frame }{Limitations}
365+
366+ \end {frame }
356367% %%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%%
357368
358369\section {References }
@@ -401,32 +412,23 @@ \section{Appendix}
401412 \begin {column }{0.55\textwidth }
402413 \centering
403414 % Include your corrected plot here
404- \includegraphics [width=\textwidth ]{ft_plot.pdf}
415+ \includegraphics [width=\textwidth ]{latex/slides_pricing_collusion/imgs/ ft_plot.pdf}
405416 \end {column }
406417
407418 % --- RIGHT COLUMN: EXPLANATION ---
408419 \begin {column }{0.45\textwidth }
409420 \small
410421 \begin {itemize }
411- \item \textbf {The Visualization Explained: }
412- \begin {itemize }
413422 \item [\textcolor {gray!60}{\rule {0.3cm}{0.3cm}}] \textbf {Feasible Set: } All possible average payoffs from mixing pure strategy outcomes
414423 \item [\textbf {- - }] \textbf {Individual Rationality: } Minmax payoffs $ (1 ,1 )$ - players won't accept less than Nash equilibrium
415424 \item [\textcolor {orange}{\rule {0.3cm}{0.3cm}}] \textbf {Folk Theorem Set: } Sustainable equilibria when $ \delta $ is sufficiently high
416- \end {itemize }
417- \item \textbf {Key Features: }
418- \begin {itemize }
419- \item Any point in blue region can be sustained as equilibrium
420- \item Requires appropriate punishment strategies
425+ \item Any point in orange can be sustained as equilibrium
426+ \item Requires approp. punishment strategies
421427 \item Players must be patient enough ($ \delta $ high)
422428 \item Cooperation $ (3 ,3 )$ is feasible but not automatic
423- \end {itemize }
424- \item \textbf {Connection to Our Study: }
425- \begin {itemize }
426429 \item We test if LLM agents actually achieve points in this set
427430 \item Focus on $ (3 ,3 )$ -type outcomes in our market simulations
428431 \item Examine breakdown as theoretical conditions become harder to meet
429- \end {itemize }
430432 \end {itemize }
431433 \end {column }
432434 \end {columns }
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