## Line Chart: Accuracy vs. Max Allowed Turns
### Overview
The image is a line chart comparing the accuracy (%) of four different models (2Wiki, GameOf24, AIME24, and GAIA) against the maximum allowed turns (3, 5, 7, and 10). The chart displays how the accuracy of each model changes as the number of allowed turns increases. The chart also displays the total percentage increase from 3 turns to 10 turns.
### Components/Axes
* **X-axis:** "Max Allowed Turns" with values 3, 5, 7, and 10.
* **Y-axis:** "Accuracy (%)" ranging from 20 to 80, with tick marks at intervals of 10.
* **Legend:** Located in the top-left corner, identifying each model with a specific color and marker:
* 2Wiki: Green line with diamond markers.
* GameOf24: Magenta line with square markers.
* AIME24: Blue line with circle markers.
* GAIA: Orange line with diamond markers.
* **Percentage Increase Labels:** Located to the right of each line at the "Max Allowed Turns" value of 10. These labels indicate the total percentage increase from 3 turns to 10 turns.
### Detailed Analysis
* **2Wiki (Green):** The line starts at approximately 62% accuracy at 3 turns, remains relatively constant at 5 turns (approximately 61%), increases to approximately 68% at 7 turns, and reaches approximately 78% at 10 turns. The percentage increase from 3 turns to 10 turns is +15.8%.
* **GameOf24 (Magenta):** The line starts at approximately 33% accuracy at 3 turns, increases to approximately 37% at 5 turns, decreases to approximately 33% at 7 turns, and reaches approximately 53% at 10 turns. The percentage increase from 3 turns to 10 turns is +20.0%.
* **AIME24 (Blue):** The line starts at approximately 23% accuracy at 3 turns, increases to approximately 37% at 5 turns, increases to approximately 39% at 7 turns, and reaches approximately 40% at 10 turns. The percentage increase from 3 turns to 10 turns is +16.7%.
* **GAIA (Orange):** The line starts at approximately 27% accuracy at 3 turns, increases to approximately 30% at 5 turns, increases to approximately 32% at 7 turns, and reaches approximately 33% at 10 turns. The percentage increase from 3 turns to 10 turns is +6.3%.
### Key Observations
* 2Wiki consistently maintains the highest accuracy across all "Max Allowed Turns" values.
* GameOf24 shows the largest percentage increase in accuracy from 3 to 10 turns.
* GAIA has the lowest percentage increase in accuracy from 3 to 10 turns.
* AIME24 and GAIA have similar accuracy values across all "Max Allowed Turns" values.
### Interpretation
The chart illustrates the performance of four different models in relation to the number of turns they are allowed. 2Wiki consistently outperforms the other models in terms of accuracy. GameOf24 shows the most significant improvement in accuracy as the number of turns increases, suggesting it benefits the most from additional turns. GAIA, on the other hand, shows the least improvement, indicating that its performance is not as significantly affected by the number of turns allowed. AIME24 shows a moderate improvement. The data suggests that the effectiveness of each model is influenced differently by the number of turns allowed, potentially reflecting variations in their underlying algorithms or problem-solving strategies.
