## 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.

## Chart Type: Line Chart - Accuracy vs. Max Allowed Turns ### Overview This image displays a 2D line chart illustrating the "Accuracy (%)" of four different systems or models (2Wiki, GameOf24, AIME24, GAIA) as a function of "Max Allowed Turns." Each system is represented by a distinct colored line with unique markers. The chart also includes annotations indicating the total percentage increase in accuracy for each system across the observed range of "Max Allowed Turns." ### Components/Axes The chart consists of a main plotting area, an X-axis, a Y-axis, and a legend. * **X-axis:** * **Title:** "Max Allowed Turns" * **Scale:** Numeric, ranging from 3 to 10. * **Markers:** 3, 5, 7, 10. * **Y-axis:** * **Title:** "Accuracy (%)" * **Scale:** Numeric, ranging from 20 to 80. * **Markers:** 20, 30, 40, 50, 60, 70, 80. * **Legend:** * Positioned in the top-left quadrant of the chart. * It lists four entries, each with a specific color and marker: * **2Wiki:** Green line with solid pentagon markers. * **GameOf24:** Magenta line with solid square markers. * **AIME24:** Blue line with solid circle markers. * **GAIA:** Orange line with solid diamond markers. ### Detailed Analysis The chart presents four data series, each tracking the accuracy percentage across four discrete values of "Max Allowed Turns" (3, 5, 7, 10). 1. **2Wiki (Green line with Pentagon markers):** * **Trend:** The line initially remains flat, then shows a steady increase, followed by a sharp upward trend. * **Data Points:** * At 3 Max Allowed Turns: Approximately 61% Accuracy. * At 5 Max Allowed Turns: Approximately 61% Accuracy. * At 7 Max Allowed Turns: Approximately 67% Accuracy. * At 10 Max Allowed Turns: Approximately 77% Accuracy. * **Annotation:** A green box near the final data point indicates "+15.8%". This represents the total accuracy increase from 3 to 10 Max Allowed Turns. 2. **GameOf24 (Magenta line with Square markers):** * **Trend:** The line shows an initial increase, a slight dip, and then a very sharp upward trend. * **Data Points:** * At 3 Max Allowed Turns: Approximately 33% Accuracy. * At 5 Max Allowed Turns: Approximately 37% Accuracy. * At 7 Max Allowed Turns: Approximately 35% Accuracy. * At 10 Max Allowed Turns: Approximately 53% Accuracy. * **Annotation:** A magenta box near the final data point indicates "+20.0%". This represents the total accuracy increase from 3 to 10 Max Allowed Turns. 3. **AIME24 (Blue line with Circle markers):** * **Trend:** The line shows a sharp initial increase, followed by a more gradual upward trend, and then a plateau. * **Data Points:** * At 3 Max Allowed Turns: Approximately 24% Accuracy. * At 5 Max Allowed Turns: Approximately 37% Accuracy. * At 7 Max Allowed Turns: Approximately 39% Accuracy. * At 10 Max Allowed Turns: Approximately 40% Accuracy. * **Annotation:** A blue box near the final data point indicates "+16.7%". This represents the total accuracy increase from 3 to 10 Max Allowed Turns. 4. **GAIA (Orange line with Diamond markers):** * **Trend:** The line shows a consistent, gradual upward trend across all data points. * **Data Points:** * At 3 Max Allowed Turns: Approximately 27% Accuracy. * At 5 Max Allowed Turns: Approximately 30% Accuracy. * At 7 Max Allowed Turns: Approximately 32% Accuracy. * At 10 Max Allowed Turns: Approximately 33% Accuracy. * **Annotation:** An orange box near the final data point indicates "+6.3%". This represents the total accuracy increase from 3 to 10 Max Allowed Turns. ### Key Observations * **2Wiki** consistently maintains the highest accuracy across all "Max Allowed Turns" values, starting at ~61% and reaching ~77%. * **GameOf24** shows the largest percentage increase in accuracy (+20.0%) over the range, despite starting at a lower accuracy (~33%). Its most significant gain occurs between 7 and 10 turns. * **GAIA** has the lowest accuracy values throughout the chart, ranging from ~27% to ~33%, and also exhibits the smallest percentage increase (+6.3%). * **AIME24** demonstrates a strong initial improvement between 3 and 5 turns, but its growth significantly slows down thereafter, almost plateauing between 7 and 10 turns. * All systems generally show an improvement in accuracy as "Max Allowed Turns" increases, with varying degrees of steepness and consistency. ### Interpretation The data suggests that providing more "turns" (presumably opportunities for computation, reasoning, or interaction) generally leads to improved accuracy for all evaluated systems. However, the extent and pattern of this improvement vary significantly among the systems. **2Wiki** appears to be the most robust and high-performing system, achieving high accuracy even with fewer turns and showing continued improvement with more turns. Its performance suggests it might be inherently more capable or efficient. **GameOf24** benefits most dramatically from an increased number of turns, particularly in the higher range (7 to 10 turns). This could imply that GameOf24 requires more computational depth or iterative steps to reach its full potential, or that it leverages additional turns more effectively than other systems in complex scenarios. **AIME24** shows quick gains with initial increases in turns but hits a performance ceiling relatively early. This might indicate that it quickly exhausts the benefits of additional turns or that its underlying mechanism has limitations that cannot be overcome by simply increasing turns beyond a certain point. **GAIA** consistently underperforms compared to the other systems and shows only marginal gains with more turns. This suggests that GAIA might be less effective at leveraging additional turns or has fundamental limitations in its approach that restrict its accuracy, regardless of the computational budget. In summary, while more "Max Allowed Turns" generally correlates with higher accuracy, the efficiency and impact of these additional turns are highly dependent on the specific system. 2Wiki demonstrates strong baseline performance and continued scaling, GameOf24 shows significant scaling potential with more turns, AIME24 has diminishing returns, and GAIA struggles to achieve high accuracy or significant improvement.

\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.

\n ## Multi-Series Line Chart: Accuracy vs. Max Allowed Turns ### Overview This is a line chart comparing the performance (accuracy) of four different models or datasets—2Wiki, GameOf24, AIME24, and GAIA—as a function of the maximum number of conversational turns allowed. The chart demonstrates how accuracy changes for each series as the turn limit increases from 3 to 10. ### Components/Axes * **Chart Type:** Multi-series line chart with markers. * **X-Axis (Horizontal):** * **Label:** "Max Allowed Turns" * **Scale:** Discrete values at 3, 5, 7, and 10. * **Y-Axis (Vertical):** * **Label:** "Accuracy (%)" * **Scale:** Linear scale from 20 to 80, with major gridlines at intervals of 10. * **Legend:** Positioned in the top-left quadrant of the chart area. * **2Wiki:** Green line with diamond markers. * **GameOf24:** Pink/magenta line with square markers. * **AIME24:** Blue line with circle markers. * **GAIA:** Orange line with diamond markers. * **Data Point Annotations:** Percentage values in colored boxes are placed to the right of the final data point (at 10 turns) for each series, indicating the total improvement from the starting point (3 turns). ### Detailed Analysis **Data Series and Trends:** 1. **2Wiki (Green, Diamonds):** * **Trend:** Consistently upward-sloping line, showing steady improvement. * **Data Points (Approximate):** * At 3 Turns: ~61% * At 5 Turns: ~61% (plateau) * At 7 Turns: ~67% * At 10 Turns: ~77% * **Annotated Improvement:** +15.8% 2. **GameOf24 (Pink, Squares):** * **Trend:** Overall upward trend with a slight dip at 7 turns before a sharp final increase. * **Data Points (Approximate):** * At 3 Turns: ~33% * At 5 Turns: ~37% * At 7 Turns: ~35% (dip) * At 10 Turns: ~53% * **Annotated Improvement:** +20.0% 3. **AIME24 (Blue, Circles):** * **Trend:** Increases sharply initially, then the rate of improvement slows, nearly plateauing after 7 turns. * **Data Points (Approximate):** * At 3 Turns: ~23% * At 5 Turns: ~37% * At 7 Turns: ~38% * At 10 Turns: ~40% * **Annotated Improvement:** +16.7% 4. **GAIA (Orange, Diamonds):** * **Trend:** Gentle, steady upward slope with the smallest overall gain. * **Data Points (Approximate):** * At 3 Turns: ~27% * At 5 Turns: ~30% * At 7 Turns: ~32% * At 10 Turns: ~33% * **Annotated Improvement:** +6.3% ### Key Observations * **Universal Improvement:** All four series show higher accuracy at 10 turns compared to 3 turns. * **Performance Hierarchy:** 2Wiki maintains the highest accuracy at every measured point. GAIA consistently has the lowest accuracy after the initial point. * **Greatest Gainer:** GameOf24 shows the largest absolute improvement (+20.0%), despite a mid-chart dip. * **Diminishing Returns:** AIME24's curve flattens significantly after 5 turns, suggesting limited benefit from turns beyond that point for this specific task. * **Anomaly:** GameOf24 is the only series to exhibit a decrease in accuracy at an intermediate point (7 turns) before recovering strongly. ### Interpretation The data suggests a strong positive correlation between the allowed number of conversational turns and task accuracy for these benchmarks. This implies that granting a model more opportunities to "think" or interact generally leads to better outcomes. However, the **nature of the task** critically mediates this benefit: * **2Wiki** (likely a knowledge-intensive QA task) benefits consistently, suggesting complex information synthesis requires more iterative processing. * **GameOf24** (a mathematical puzzle) shows high volatility and the greatest potential gain, indicating it may be particularly sensitive to the number of reasoning steps allowed, with a possible "confusion point" at 7 turns. * **AIME24** (another math benchmark) shows rapid early gains that quickly saturate, hinting that its problems may be solvable within a shorter reasoning horizon. * **GAIA** (a complex real-world reasoning benchmark) shows only modest gains, suggesting its challenges may be less about the number of turns and more about other capabilities like tool use or grounding, which are not unlocked simply by adding more conversational steps. In summary, while more turns are generally beneficial, the chart reveals that the **task's inherent structure** determines both the baseline performance and the marginal utility of additional computational "thinking time." The annotated percentages highlight the potential upside of scaling this particular resource.

## Line Chart: Model Accuracy vs. Max Allowed Turns ### Overview The chart compares the accuracy (%) of three models (2Wiki, GameOf24, AIME24) across increasing "Max Allowed Turns" (3, 5, 7, 10). A fourth model (GAIA) is referenced in the legend but not plotted. Accuracy values are annotated with percentage increases relative to the starting point (3 turns). ### Components/Axes - **X-axis**: Max Allowed Turns (3, 5, 7, 10) - **Y-axis**: Accuracy (%) (20–80 range) - **Legend**: - 2Wiki (green line with diamond markers) - GameOf24 (pink line with square markers) - AIME24 (blue line with circle markers) - GAIA (orange line with diamond markers, **not plotted**) - **Annotations**: - "+15.8%" (2Wiki, 10 turns) - "+20.0%" (GameOf24, 10 turns) - "+16.7%" (AIME24, 10 turns) - "+6.3%" (GAIA, 10 turns) ### Detailed Analysis 1. **2Wiki (Green)**: - Starts at **60%** (3 turns), remains flat at 60% for 5 turns. - Increases to **67%** at 7 turns, then sharply rises to **77%** at 10 turns (+15.8% from baseline). - **Trend**: Steady growth after 5 turns. 2. **GameOf24 (Pink)**: - Begins at **33%** (3 turns), rises to **35%** at 5 turns. - Drops slightly to **34%** at 7 turns, then surges to **53%** at 10 turns (+20.0% from baseline). - **Trend**: Sharp acceleration after 7 turns. 3. **AIME24 (Blue)**: - Starts at **23%** (3 turns), climbs to **37%** at 5 turns. - Increases to **39%** at 7 turns, then plateaus at **40%** at 10 turns (+16.7% from baseline). - **Trend**: Gradual improvement with diminishing returns. 4. **GAIA (Orange, Not Plotted)**: - Legend indicates a "+6.3%" increase at 10 turns, but no data points are visible. - **Possible Explanation**: Data omission, error, or model underperformance. ### Key Observations - **2Wiki** achieves the highest accuracy (77% at 10 turns) and shows the most consistent growth. - **GameOf24** exhibits the steepest improvement (+20%) but starts with lower baseline accuracy. - **AIME24** demonstrates moderate gains but lags behind others at higher turn counts. - **GAIA**’s absence from the chart raises questions about data completeness or model efficacy. ### Interpretation The data suggests that **2Wiki** scales most effectively with increased computational effort (turns), while **GameOf24**’s dramatic late-stage jump may indicate a threshold effect (e.g., solving complex problems after a critical number of steps). **AIME24**’s plateau at 10 turns implies diminishing returns. The exclusion of GAIA from the plotted data warrants further investigation—its "+6.3%" annotation suggests it underperforms relative to the others. The chart highlights trade-offs between model design and scalability, with 2Wiki emerging as the most robust performer.