# Analyzing the Impact of a Structured LLM Workshop in Different Education Levels
## 3 Results
### Surveys and Interviews  
Using the Google Forms platform, a survey was created and conducted with the participants anonymously to ensure their unbiased opinions were presented. It contains 33 questions that have been grouped into categories, as shown in Table 2. \begin{table}
\begin{tabular}{c c c c} \hline \hline
**Category** & **Q\#** & **Question Text** & **Answer Type** \\ \hline \multirow{6}{*}{Q1} & \multirow{2}{*}{How did ChatGPT help you in crafting the introduction of your short story?} & \multirow{2}{*}{Text} \\ \cline{3-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \hline \multirow{6}{*}{Q6} & \multirow{2}{*}{Q9} & How many challenges did you face in maintaining consistency in the story’s tone and style during the second scene?} & \multirow{2}{*}{Scale 1–5} \\ \cline{3-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \hline \multirow{6}{*}{Q10} & \multirow{2}{*}{Q12} & Did ChatGPT aid you in resolving the conflict or climax of the story in the third scene?} & \multirow{2}{*}{No/Yes} \\ \cline{3-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \hline \multirow{6}{*}{Q15} & \multirow{2}{*}{Q16} & Did you face any challenges in maintaining visual coherence and consistency across different parts of the story?} & \multirow{2}{*}{No/Yes} \\ \cline{3-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \cline{2-3} \cline{5-5}  & & & \\ \hline \end{tabular}
\end{table} 
Table 2: All 33 questions from the different categories, along with their answer types. Figure 4: A partial view of some of the generated images during the workshop. \begin{table}
\begin{tabular}{c c c c} \hline \hline
**Category** & **Q\#** & **Question Text** & **Answer Type** \\ \hline \multirow{8}{*}{**Category**} & \multirow{2}{*}{Q3} & Did ChatGPT assist in generating descriptive visuals for the initial scene and characters? & No/Yes \\ \cline{2-4}  & & \multirow{2}{*}{Q4} & How did you use ChatGPT to develop the interactions between the characters in the first scene? & Text \\ \cline{2-4}  & & \multirow{2}{*}{Q5} & Were you able to create a visually descriptive scene for the first part of your story using ChatGPT? & No/Yes \\ \cline{2-4}  & & \multirow{2}{*}{Q7} & How much did ChatGPT contribute to the development of the second scene and the introduction of new characters? & Scale 1–5 \\ \cline{2-4}  & & \multirow{2}{*}{Q8} & Were you able to use ChatGPT to visually describe the second scene and characters effectively? & No/Yes \\ \cline{2-4}  & & \multirow{2}{*}{Q11} & Were you successful in creating visually descriptive elements for the resolution using ChatGPT? & No/Yes \\ \cline{2-4}  & & \multirow{2}{*}{Q13} & How much did LLM applications assist in generating visual descriptions for characters and scenes throughout the story? & Scale 1–5 \\ \hline \multirow{8}{*}{**Category**} & \multirow{2}{*}{Q14} & Were you able to seamlessly incorporate the generated visual elements into the HTML and CSS design of the website? & No/Yes \\ \cline{2-4}  & & \multirow{2}{*}{Q17} & Were you able to effectively visualize and represent the transitions between scenes on the website using ChatGPT? & No/Yes \\ \cline{2-4}  & & \multirow{2}{*}{Q18} & Did you encounter challenges in creating seamless transitions, and how did ChatGPT contribute to overcoming them? & Text \\ \cline{2-4}  & & \multirow{2}{*}{Q19} & How satisfied are you with the overall assistance provided by ChatGPT in creating your short story and website? & Scale 1–5 \\ \hline \multirow{8}{*}{**Category**} & \multirow{2}{*}{Q24} & Were there many instances where ChatGPT’s responses did not align with the tone or style you wanted for your short story?