## Chart: SmolLM2-1.7B Proportion of Flips vs. Iterations ### Overview The image is a line chart titled "SmolLM2-1.7B" that displays the proportion of flips across iterations for different categories: Generation, Multiple-Choice, Correct Flip, and Incorrect Flip. The x-axis represents iterations (1 to 5), and the y-axis represents the proportion of flips, ranging from 0.00 to 0.12. ### Components/Axes * **Title:** SmolLM2-1.7B * **X-axis:** Iterations (1, 2, 3, 4, 5) * **Y-axis:** Proportion of Flips (0.00, 0.02, 0.04, 0.06, 0.08, 0.10, 0.12) * **Legend:** Located at the top-left of the chart. * Generation (solid dark blue line) * Multiple-Choice (solid orange line) * Correct Flip (solid black line with circle markers) * Incorrect Flip (dashed black line with square markers) ### Detailed Analysis * **Generation (solid dark blue line):** Starts high, decreases sharply, then remains relatively stable, and finally decreases again. * Iteration 1: ~0.053 * Iteration 2: ~0.042 * Iteration 3: ~0.053 * Iteration 4: ~0.020 * Iteration 5: ~0.000 * **Multiple-Choice (solid orange line):** Starts relatively low, increases slightly, then decreases, increases again, and finally decreases. * Iteration 1: ~0.021 * Iteration 2: ~0.031 * Iteration 3: ~0.011 * Iteration 4: ~0.025 * Iteration 5: ~0.000 * **Correct Flip (solid black line with circle markers):** Starts high, decreases sharply, then increases, and finally decreases. * Iteration 1: ~0.115 * Iteration 2: ~0.052 * Iteration 3: ~0.052 * Iteration 4: ~0.000 * Iteration 5: ~0.000 * **Incorrect Flip (dashed black line with square markers):** Starts low, increases, then decreases, and finally increases. * Iteration 1: ~0.010 * Iteration 2: ~0.052 * Iteration 3: ~0.010 * Iteration 4: ~0.031 * Iteration 5: ~0.031 ### Key Observations * The "Correct Flip" category starts with the highest proportion of flips but decreases significantly over iterations. * The "Generation" category also starts relatively high but decreases over iterations. * The "Multiple-Choice" category remains relatively low throughout the iterations. * The "Incorrect Flip" category fluctuates but generally remains low. * All categories converge towards a proportion of flips near 0.00 by the 5th iteration, except for "Incorrect Flip" which ends at ~0.031. ### Interpretation The chart illustrates how the proportion of flips changes across iterations for different categories in the SmolLM2-1.7B model. The "Correct Flip" category initially has a high proportion of flips, suggesting that the model is making corrections early on. As iterations progress, the proportion of flips decreases for most categories, indicating that the model is converging and becoming more stable. The "Incorrect Flip" category's fluctuations suggest that the model is still making some mistakes, but the overall trend indicates improvement over iterations. The convergence of all categories towards lower proportions of flips suggests that the model is learning and refining its predictions with each iteration.

## Chart Type: Line Chart - Proportion of Flips by Iteration for SmolLM2-1.7B ### Overview This image displays a line chart titled "SmolLM2-1.7B", illustrating the "Proportion of Flips" across five "Iterations" for four different conditions: "Generation", "Multiple-Choice", "Correct Flip", and "Incorrect Flip". The chart tracks how these proportions change over sequential iterations. ### Components/Axes * **Chart Title**: "SmolLM2-1.7B" (positioned at the top-center). * **X-axis**: Labeled "Iterations" (positioned at the bottom-center). * Markers: 1, 2, 3, 4, 5. * **Y-axis**: Labeled "Proportion of Flips" (positioned vertically along the left side). * Markers: 0.00, 0.02, 0.04, 0.06, 0.08, 0.10, 0.12. * **Legend**: Located in the top-left corner of the plot area. * **Generation**: Represented by a solid dark blue line with circular markers. * **Multiple-Choice**: Represented by a solid orange line with circular markers. * **Correct Flip**: Represented by a dashed dark blue line with square markers. * **Incorrect Flip**: Represented by a dashed orange line with square markers. ### Detailed Analysis The chart presents four data series, each showing the proportion of flips over five iterations: 1. **Generation (Solid dark blue line with circular markers)**: * **Trend**: Starts at a moderate level, slightly decreases, then increases, followed by a sharp decrease, and finally drops to zero. * **Data Points**: * Iteration 1: Approximately 0.053 * Iteration 2: Approximately 0.042 * Iteration 3: Approximately 0.053 * Iteration 4: Approximately 0.021 * Iteration 5: Approximately 0.000 2. **Multiple-Choice (Solid orange line with circular markers)**: * **Trend**: Starts at a low level, increases, then decreases, followed by an increase, and finally drops to zero. * **Data Points**: * Iteration 1: Approximately 0.022 * Iteration 2: Approximately 0.032 * Iteration 3: Approximately 0.011 * Iteration 4: Approximately 0.032 * Iteration 5: Approximately 0.000 3. **Correct Flip (Dashed dark blue line with square markers)**: * **Trend**: Starts at the highest proportion among all series, then sharply decreases, remains relatively stable, drops to zero, and then increases again. * **Data Points**: * Iteration 1: Approximately 0.110 * Iteration 2: Approximately 0.053 * Iteration 3: Approximately 0.053 * Iteration 4: Approximately 0.000 * Iteration 5: Approximately 0.032 4. **Incorrect Flip (Dashed orange line with square markers)**: * **Trend**: Starts at a very low level, drops to zero, increases, drops to zero again, and then increases to a low level. * **Data Points**: * Iteration 1: Approximately 0.011 * Iteration 2: Approximately 0.000 * Iteration 3: Approximately 0.011 * Iteration 4: Approximately 0.000 * Iteration 5: Approximately 0.011 ### Key Observations * The "Correct Flip" proportion starts significantly higher than all other categories at Iteration 1 (approx. 0.110). * Both "Generation" and "Multiple-Choice" proportions drop to 0.000 at Iteration 5. * "Incorrect Flip" shows a fluctuating pattern, hitting 0.000 at Iterations 2 and 4. * "Correct Flip" also drops to 0.000 at Iteration 4, but then recovers to 0.032 at Iteration 5. * At Iteration 3, "Generation" and "Correct Flip" have approximately the same proportion (around 0.053). * At Iteration 5, "Correct Flip" (0.032) and "Incorrect Flip" (0.011) are the only categories with non-zero proportions. ### Interpretation The chart illustrates the dynamics of different types of "flips" (likely referring to changes in model predictions or states) for the "SmolLM2-1.7B" model across five iterations. The high initial "Correct Flip" proportion suggests that the model might be making a significant number of correct changes or corrections early on. However, this proportion sharply decreases by Iteration 2 and eventually hits zero at Iteration 4, indicating that the need for "correct flips" diminishes or the model stabilizes in its correct state. The subsequent rise in "Correct Flip" at Iteration 5 could imply a new phase of correction or adaptation. Conversely, "Incorrect Flip" remains relatively low throughout, suggesting that the model generally avoids making wrong changes. Its intermittent drops to zero might indicate periods of stability where no incorrect changes are made. The "Generation" and "Multiple-Choice" lines, which represent different modes or tasks, show varying proportions of flips. Both modes eventually reach zero flips by Iteration 5, which could imply that the model converges or reaches a stable state where no further "flips" (changes in output or decision) are needed for these specific tasks. The "Generation" mode generally shows a higher proportion of flips than "Multiple-Choice" in the earlier iterations, suggesting it might be a more dynamic or uncertain process initially. The overall trend suggests that the model undergoes significant changes or adjustments in the early iterations, particularly concerning "Correct Flips," and then tends towards a more stable state for "Generation" and "Multiple-Choice" tasks by Iteration 5. The continued presence of "Correct Flip" and "Incorrect Flip" at Iteration 5, albeit at lower levels, indicates that some form of dynamic adjustment or error might still be occurring, even if the primary task modes ("Generation", "Multiple-Choice") have stabilized.

\n ## Line Chart: SmolLM2-1.7B - Proportion of Flips vs. Iterations ### Overview This line chart depicts the proportion of flips across different methods (Generation, Multiple-Choice, Correct Flip, Incorrect Flip) as a function of iteration number, ranging from 1 to 5. The chart appears to be evaluating the performance of a model (SmolLM2-1.7B) over iterative improvements. ### Components/Axes * **Title:** SmolLM2-1.7B * **X-axis:** Iterations (labeled 1, 2, 3, 4, 5) * **Y-axis:** Proportion of Flips (labeled, scale from 0.00 to 0.12, increments of 0.02) * **Legend:** * Generation (Blue solid line) * Multiple-Choice (Orange solid line) * Correct Flip (Black solid line with circle markers) * Incorrect Flip (Gray dashed line with square markers) ### Detailed Analysis The chart displays four distinct lines representing the proportion of flips for each method across the five iterations. * **Generation (Blue):** This line starts at approximately 0.055 at iteration 1, sharply increases to a peak of approximately 0.105 at iteration 2, then declines steadily to approximately 0.03 at iteration 5. * **Multiple-Choice (Orange):** This line begins at approximately 0.02 at iteration 1, increases to approximately 0.035 at iteration 2, then fluctuates around 0.02-0.03, ending at approximately 0.025 at iteration 5. * **Correct Flip (Black):** This line starts at approximately 0.05 at iteration 1, decreases to approximately 0.04 at iteration 2, increases to approximately 0.055 at iteration 3, then declines to approximately 0.03 at iteration 5. * **Incorrect Flip (Gray):** This line begins at approximately 0.05 at iteration 1, increases to approximately 0.055 at iteration 3, then declines to approximately 0.01 at iteration 5. Here's a table summarizing the approximate values: | Iteration | Generation | Multiple-Choice | Correct Flip | Incorrect Flip | |---|---|---|---|---| | 1 | 0.055 | 0.02 | 0.05 | 0.05 | | 2 | 0.105 | 0.035 | 0.04 | 0.055 | | 3 | 0.08 | 0.03 | 0.055 | 0.055 | | 4 | 0.04 | 0.03 | 0.02 | 0.02 | | 5 | 0.03 | 0.025 | 0.03 | 0.01 | ### Key Observations * The "Generation" method exhibits the most significant fluctuation, with a large increase in flips at iteration 2 followed by a consistent decline. * "Multiple-Choice" remains relatively stable throughout the iterations, with a slight increase initially. * "Incorrect Flip" shows a decreasing trend, indicating a reduction in incorrect flips as iterations progress. * "Correct Flip" fluctuates, but generally decreases over the iterations. ### Interpretation The data suggests that the "Generation" method initially experiences a period of instability or exploration (iteration 2), leading to a higher proportion of flips, before converging towards a more stable state. The "Multiple-Choice" method demonstrates a more consistent performance, indicating a potentially more robust approach. The decreasing trend in "Incorrect Flip" suggests that the model is learning to avoid incorrect responses over time. The fluctuations in "Correct Flip" could be due to the inherent variability in the task or the model's learning process. The chart provides insights into the iterative improvement of the SmolLM2-1.7B model, highlighting the strengths and weaknesses of different methods in terms of flip proportion. The "Generation" method, while initially volatile, shows potential for improvement, while the "Multiple-Choice" method offers a more stable baseline. The overall trend of decreasing "Incorrect Flip" indicates that the model is learning and refining its responses with each iteration.

## Line Chart: SmolLM2-1.7B - Proportion of Flips Over Iterations ### Overview This is a line chart titled "SmolLM2-1.7B" that plots the "Proportion of Flips" against "Iterations" for four distinct data series. The chart tracks the performance or behavior of a model (likely a language model) across five sequential iterations, measuring different types of "flips" or changes. ### Components/Axes * **Chart Title:** "SmolLM2-1.7B" (Top Center) * **X-Axis:** Labeled "Iterations". It has discrete, evenly spaced markers for values 1, 2, 3, 4, and 5. * **Y-Axis:** Labeled "Proportion of Flips". The scale is linear, ranging from 0.00 to 0.12, with major tick marks at intervals of 0.02 (0.00, 0.02, 0.04, 0.06, 0.08, 0.10, 0.12). * **Legend:** Positioned in the top-right corner of the plot area. It defines four series: 1. **Generation:** Solid blue line. 2. **Multiple-Choice:** Solid orange line. 3. **Correct Flip:** Dashed blue line with circular markers. 4. **Incorrect Flip:** Dashed orange line with circular markers. ### Detailed Analysis **Data Series Trends & Approximate Values:** 1. **Correct Flip (Dashed Blue Line):** * **Trend:** Shows a steep, overall downward trend. It starts as the highest value and ends near zero. * **Data Points:** * Iteration 1: ~0.12 (Highest point on the entire chart) * Iteration 2: ~0.05 * Iteration 3: ~0.05 (Plateau from Iteration 2) * Iteration 4: ~0.00 * Iteration 5: ~0.00 2. **Generation (Solid Blue Line):** * **Trend:** Fluctuates with a notable dip at Iteration 4. * **Data Points:** * Iteration 1: ~0.05 * Iteration 2: ~0.045 * Iteration 3: ~0.05 * Iteration 4: ~0.00 (Sharp drop, matches the Incorrect Flip value) * Iteration 5: ~0.035 3. **Multiple-Choice (Solid Orange Line):** * **Trend:** Rises to a peak at Iteration 2, then gradually declines. * **Data Points:** * Iteration 1: ~0.02 * Iteration 2: ~0.04 (Peak for this series) * Iteration 3: ~0.015 * Iteration 4: ~0.035 * Iteration 5: ~0.00 4. **Incorrect Flip (Dashed Orange Line):** * **Trend:** Remains consistently low, near the baseline, with minor fluctuations. * **Data Points:** * Iteration 1: ~0.02 * Iteration 2: ~0.00 * Iteration 3: ~0.01 * Iteration 4: ~0.00 * Iteration 5: ~0.005 ### Key Observations * **Dominant Initial Value:** The "Correct Flip" proportion is overwhelmingly high at the first iteration (0.12), more than double any other series at that point. * **Convergence at Iteration 4:** At Iteration 4, three of the four series ("Generation", "Correct Flip", "Incorrect Flip") converge at or very near 0.00. This is a significant anomaly or event point in the sequence. * **Inverse Relationship (Early Iterations):** Between Iterations 1 and 2, as the "Correct Flip" proportion drops sharply (0.12 to 0.05), the "Multiple-Choice" proportion rises (0.02 to 0.04). * **Final State (Iteration 5):** By the final iteration, only the "Generation" series shows a non-trivial proportion (~0.035). All other series are at or below ~0.005. ### Interpretation The chart likely visualizes the internal dynamics of the SmolLM2-1.7B model during a multi-step process (e.g., iterative refinement, training, or evaluation). The "Proportion of Flips" could refer to changes in model outputs, predictions, or internal states. * **What the data suggests:** The process begins with a high rate of "Correct Flips," which rapidly diminishes, suggesting the model quickly stabilizes or converges on correct answers. The "Generation" metric, which may represent novel or sampled outputs, shows more volatility, with a near-total collapse at Iteration 4 before a partial recovery. The consistently low "Incorrect Flip" rate is a positive indicator, suggesting the model rarely makes erroneous changes. * **How elements relate:** The inverse movement between "Correct Flip" and "Multiple-Choice" in early iterations could indicate a trade-off or transition in the model's strategy—perhaps shifting from correcting itself to exploring multiple-choice options. The universal low point at Iteration 4 is critical; it may represent a reset, a point of maximum stability, or a specific intervention in the process. * **Notable anomalies:** The sharp, synchronized drop to near-zero for three metrics at Iteration 4 is the most striking feature. This is not a gradual trend but a discrete event. The subsequent partial recovery of only the "Generation" metric suggests that whatever caused the Iteration 4 event primarily suppressed non-generative behaviors. **Language Note:** All text in the image is in English.

## Line Chart: Proportion of Flips in SmolLM2-1.7B Across Iterations ### Overview The chart visualizes the proportion of "flips" (correct and incorrect) for two model configurations ("Generation" and "Multiple-Choice") across five iterations. The y-axis represents the proportion of flips (0.00–0.12), and the x-axis represents iterations (1–5). Two data series are plotted: solid lines for correct flips and dashed lines for incorrect flips. ### Components/Axes - **Title**: "SmolLM2-1.7B" - **X-axis**: "Iterations" (labeled 1–5) - **Y-axis**: "Proportion of Flips" (0.00–0.12) - **Legend**: - Top-right corner - Labels: - "Generation" (blue solid line for correct flips, blue dashed line for incorrect flips) - "Multiple-Choice" (orange solid line for correct flips, orange dashed line for incorrect flips) ### Detailed Analysis #### Generation (Blue) - **Iteration 1**: - Correct Flip: ~0.05 - Incorrect Flip: ~0.01 - **Iteration 2**: - Correct Flip: ~0.04 - Incorrect Flip: ~0.00 - **Iteration 3**: - Correct Flip: ~0.05 - Incorrect Flip: ~0.01 - **Iteration 4**: - Correct Flip: ~0.02 - Incorrect Flip: ~0.00 - **Iteration 5**: - Correct Flip: ~0.03 - Incorrect Flip: ~0.00 #### Multiple-Choice (Orange) - **Iteration 1**: - Correct Flip: ~0.02 - Incorrect Flip: ~0.01 - **Iteration 2**: - Correct Flip: ~0.03 - Incorrect Flip: ~0.00 - **Iteration 3**: - Correct Flip: ~0.01 - Incorrect Flip: ~0.00 - **Iteration 4**: - Correct Flip: ~0.03 - Incorrect Flip: ~0.01 - **Iteration 5**: - Correct Flip: ~0.01 - Incorrect Flip: ~0.00 ### Key Observations 1. **Generation** shows a sharp decline in correct flips from Iteration 1 (0.05) to Iteration 2 (0.04), followed by stabilization. Incorrect flips remain negligible after Iteration 2. 2. **Multiple-Choice** exhibits higher variability, with peaks at Iterations 2 (0.03) and 4 (0.03) and a trough at Iteration 3 (0.01). Incorrect flips are consistently low. 3. Both configurations show minimal incorrect flips after Iteration 2, suggesting improved stability. ### Interpretation The data suggests that the "Generation" configuration initially experiences a significant drop in correct flips but stabilizes by Iteration 3, with negligible incorrect flips thereafter. The "Multiple-Choice" configuration demonstrates erratic performance, with correct flips fluctuating but incorrect flips remaining low. The sharp decline in Generation’s correct flips between Iterations 1–2 may indicate an initial adjustment phase, while the subsequent stability implies convergence toward optimal performance. The minimal incorrect flips across both configurations highlight robustness in the model’s decision-making process after early iterations.