\n ## Line Chart: Accuracy vs. Max Allowed Turns for Different Models ### Overview This line chart displays the accuracy of four different models (2Wiki, GameOf24, AIME24, and GAIA) as a function of the maximum allowed turns. The chart visually demonstrates how the performance of each model changes as the number of allowed turns increases. Percentage increases in accuracy from 3 to 10 turns are highlighted with green boxes. ### Components/Axes * **X-axis:** "Max Allowed Turns" with markers at 3, 5, 7, and 10. * **Y-axis:** "Accuracy (%)" with a scale ranging from 20 to 80. * **Data Series:** * 2Wiki (Green line with triangle markers) * GameOf24 (Magenta line with square markers) * AIME24 (Blue line with circle markers) * GAIA (Orange line with diamond markers) * **Legend:** Located in the top-left corner, associating colors with model names. * **Percentage Increase Boxes:** Four green boxes with red outlines, each displaying the percentage increase in accuracy from 3 to 10 turns for each model. ### Detailed Analysis * **2Wiki:** The 2Wiki line slopes upward consistently. * At 3 turns: Approximately 61% accuracy. * At 5 turns: Approximately 60% accuracy. * At 7 turns: Approximately 71% accuracy. * At 10 turns: Approximately 77% accuracy. * Percentage increase: +15.8% * **GameOf24:** The GameOf24 line initially decreases slightly, then increases sharply. * At 3 turns: Approximately 35% accuracy. * At 5 turns: Approximately 37% accuracy. * At 7 turns: Approximately 37% accuracy. * At 10 turns: Approximately 55% accuracy. * Percentage increase: +20.0% * **AIME24:** The AIME24 line shows a moderate upward trend. * At 3 turns: Approximately 27% accuracy. * At 5 turns: Approximately 35% accuracy. * At 7 turns: Approximately 38% accuracy. * At 10 turns: Approximately 44% accuracy. * Percentage increase: +16.7% * **GAIA:** The GAIA line exhibits a relatively flat trend with some fluctuation. * At 3 turns: Approximately 29% accuracy. * At 5 turns: Approximately 32% accuracy. * At 7 turns: Approximately 33% accuracy. * At 10 turns: Approximately 35% accuracy. * Percentage increase: +6.3% ### Key Observations * GameOf24 shows the largest percentage increase in accuracy (+20.0%) from 3 to 10 turns. * GAIA demonstrates the smallest percentage increase in accuracy (+6.3%) over the same period. * 2Wiki consistently maintains a higher accuracy than the other models across all turn limits. * AIME24 shows a steady improvement in accuracy as the number of allowed turns increases. ### Interpretation The data suggests that increasing the maximum allowed turns generally improves the accuracy of these models. However, the extent of improvement varies significantly between models. GameOf24 benefits the most from increased turns, indicating it may require more iterations to reach optimal performance. 2Wiki consistently performs well, suggesting it is less sensitive to the number of allowed turns. GAIA shows minimal improvement, implying its performance is limited by factors other than the number of turns. The differences in performance could be attributed to the underlying algorithms, training data, or inherent complexity of the tasks each model is designed to solve. The percentage increase boxes highlight the relative gains achieved by each model, providing a quick comparison of their responsiveness to the "Max Allowed Turns" parameter.