## Chart: Llama-3.3-70B-Instruct Performance Comparison ### Overview The image presents a comparative analysis of the Llama-3.3-70B-Instruct model's performance on a series of tasks, categorized by whether the prompt was "Greater Than" or "Less Than". The chart displays the frequency of "YES" responses for each task, with error bars indicating the uncertainty in the measurements. The tasks are listed along the y-axis, and the frequency of "YES" responses is plotted on the x-axis, ranging from 0.0 to 1.0. ### Components/Axes * **Title:** Llama-3.3-70B-Instruct * **X-axis Title:** freq. of YES * **X-axis Scale:** 0.0, 0.2, 0.5, 0.8, 1.0 * **Y-axis Labels:** * wm-world-structure-long * wm-world-structure-lat * wm-world-populated-long * wm-world-populated-lat * wm-world-populated-area * wm-world-natural-long * wm-world-natural-lat * wm-world-natural-area * wm-us-zip-long * wm-us-zip-lat * wm-us-structure-long * wm-us-structure-lat * wm-us-natural-long * wm-us-natural-lat * wm-us-county-long * wm-us-county-lat * wm-us-college-long * wm-us-college-lat * wm-us-city-long * wm-us-city-lat * wm-song-release * wm-person-death * wm-person-birth * wm-person-age * wm-nyt-pubdate * wm-movie-release * wm-movie-length * wm-book-release * wm-book-length * **Chart Type:** Paired bar charts with error bars. * **Categories:** "Greater Than" (left chart) and "Less Than" (right chart). * **Data Representation:** Each task is represented by a horizontal bar, with the length of the bar indicating the frequency of "YES" responses. Error bars are displayed as black lines extending from each bar. * **Color Coding:** The bars are colored either green or red. It is not explicitly stated what the colors represent, but it can be inferred that green represents a higher frequency of "YES" responses and red represents a lower frequency. ### Detailed Analysis **Greater Than:** * **wm-world-structure-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-world-structure-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-world-populated-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-world-populated-lat:** Frequency of YES is approximately 0.5 with a larger error bar, extending from approximately 0.3 to 0.7. Color is red. * **wm-world-populated-area:** Frequency of YES is approximately 0.5 with a larger error bar, extending from approximately 0.3 to 0.7. Color is red. * **wm-world-natural-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-world-natural-lat:** Frequency of YES is approximately 0.5 with a larger error bar, extending from approximately 0.3 to 0.7. Color is red. * **wm-world-natural-area:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-zip-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-zip-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-structure-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-structure-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-natural-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-natural-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-county-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-county-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-college-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-college-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-city-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-city-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-song-release:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-person-death:** Frequency of YES is approximately 0.6 with a small error bar. Color is green. * **wm-person-birth:** Frequency of YES is approximately 0.6 with a small error bar. Color is green. * **wm-person-age:** Frequency of YES is approximately 0.6 with a small error bar. Color is green. * **wm-nyt-pubdate:** Frequency of YES is approximately 0.8 with a small error bar. Color is green. * **wm-movie-release:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-movie-length:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-book-release:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-book-length:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. **Less Than:** * **wm-world-structure-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-world-structure-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-world-populated-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-world-populated-lat:** Frequency of YES is approximately 0.5 with a larger error bar, extending from approximately 0.3 to 0.7. Color is red. * **wm-world-populated-area:** Frequency of YES is approximately 0.5 with a larger error bar, extending from approximately 0.3 to 0.7. Color is red. * **wm-world-natural-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-world-natural-lat:** Frequency of YES is approximately 0.5 with a larger error bar, extending from approximately 0.3 to 0.7. Color is red. * **wm-world-natural-area:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-zip-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-zip-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-structure-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-structure-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-natural-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-natural-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-county-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-county-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-college-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is red. * **wm-us-college-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-city-long:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-us-city-lat:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-song-release:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-person-death:** Frequency of YES is approximately 0.6 with a small error bar. Color is green. * **wm-person-birth:** Frequency of YES is approximately 0.6 with a small error bar. Color is green. * **wm-person-age:** Frequency of YES is approximately 0.8 with a small error bar. Color is green. * **wm-nyt-pubdate:** Frequency of YES is approximately 0.8 with a small error bar. Color is green. * **wm-movie-release:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-movie-length:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-book-release:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. * **wm-book-length:** Frequency of YES is approximately 0.5 with a small error bar. Color is green. ### Key Observations * For most tasks, the frequency of "YES" responses hovers around 0.5. * The "wm-nyt-pubdate" task shows a significantly higher frequency of "YES" responses (approximately 0.8) in both "Greater Than" and "Less Than" categories. * Tasks related to "person" (death, birth, age) also show a relatively higher frequency of "YES" responses. * The error bars for "wm-world-populated-lat", "wm-world-populated-area", and "wm-world-natural-lat" are notably larger than for other tasks, indicating greater variability in the model's responses for these tasks. * The color coding (red vs. green) appears to be related to the relative performance of the model on each task, with green indicating a higher frequency of "YES" responses. ### Interpretation The chart provides insights into the Llama-3.3-70B-Instruct model's ability to handle different types of prompts and tasks. The fact that most tasks have a frequency of "YES" responses around 0.5 suggests that the model is often uncertain or ambivalent in its responses. The higher frequency of "YES" responses for "wm-nyt-pubdate" and "person"-related tasks indicates that the model may be better at handling tasks related to dates and personal information. The larger error bars for certain tasks suggest that the model's performance on these tasks is less consistent. The comparison between "Greater Than" and "Less Than" categories reveals that the model's performance is generally similar across these two categories, with no major differences in the frequency of "YES" responses for most tasks. This suggests that the model is not significantly biased towards either "Greater Than" or "Less Than" prompts.

\n ## Forest Plot: Llama-3.3-70B-Instruct - Greater Than vs. Less Than ### Overview The image presents a forest plot comparing the frequency of "YES" responses for various world and US-based entities when prompted with "Greater Than" versus "Less Than" queries using the Llama-3.3-70B-Instruct model. The plot displays confidence intervals for each entity, indicating the range of observed frequencies. ### Components/Axes * **Title:** "Llama-3.3-70B-Instruct" centered at the top. * **Subtitles:** "Greater Than" above the left plot, "Less Than" above the right plot. * **Y-axis:** Lists the following entities (from top to bottom): * wm-world-structure-long * wm-world-structure-lat * wm-world-populated-long * wm-world-populated-lat * wm-world-populated-area * wm-world-natural-long * wm-world-natural-lat * wm-world-natural-area * wm-us-zip-long * wm-us-zip-lat * wm-us-structure-long * wm-us-structure-lat * wm-us-natural-long * wm-us-natural-lat * wm-us-county-long * wm-us-county-lat * wm-us-college-long * wm-us-college-lat * wm-us-city-long * wm-us-city-lat * wm-song-release * wm-person-death * wm-person-birth * wm-person-age * wm-nyt-pubdate * wm-movie-release * wm-movie-length * wm-book-release * wm-book-length * **X-axis (both plots):** "freq. of YES", ranging from 0.0 to 1.0. * **Data Representation:** Horizontal lines with error bars representing confidence intervals. Red lines indicate the "Greater Than" plot, and green lines indicate the "Less Than" plot. Each line has a central point representing the frequency of "YES" responses. ### Detailed Analysis or Content Details **Greater Than Plot (Left)** The lines generally show a frequency of "YES" around 0.5 to 0.8. The confidence intervals vary in width, indicating different levels of certainty in the estimated frequencies. * wm-world-structure-long: ~0.65 (confidence interval ~0.5-0.8) * wm-world-structure-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-world-populated-long: ~0.65 (confidence interval ~0.5-0.8) * wm-world-populated-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-world-populated-area: ~0.65 (confidence interval ~0.5-0.8) * wm-world-natural-long: ~0.65 (confidence interval ~0.5-0.8) * wm-world-natural-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-world-natural-area: ~0.65 (confidence interval ~0.5-0.8) * wm-us-zip-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-zip-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-structure-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-structure-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-natural-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-natural-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-county-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-county-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-college-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-college-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-city-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-city-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-song-release: ~0.65 (confidence interval ~0.5-0.8) * wm-person-death: ~0.65 (confidence interval ~0.5-0.8) * wm-person-birth: ~0.65 (confidence interval ~0.5-0.8) * wm-person-age: ~0.65 (confidence interval ~0.5-0.8) * wm-nyt-pubdate: ~0.65 (confidence interval ~0.5-0.8) * wm-movie-release: ~0.65 (confidence interval ~0.5-0.8) * wm-movie-length: ~0.65 (confidence interval ~0.5-0.8) * wm-book-release: ~0.65 (confidence interval ~0.5-0.8) * wm-book-length: ~0.65 (confidence interval ~0.5-0.8) **Less Than Plot (Right)** The lines generally show a frequency of "YES" around 0.5 to 0.8. The confidence intervals vary in width, indicating different levels of certainty in the estimated frequencies. * wm-world-structure-long: ~0.65 (confidence interval ~0.5-0.8) * wm-world-structure-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-world-populated-long: ~0.65 (confidence interval ~0.5-0.8) * wm-world-populated-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-world-populated-area: ~0.65 (confidence interval ~0.5-0.8) * wm-world-natural-long: ~0.65 (confidence interval ~0.5-0.8) * wm-world-natural-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-world-natural-area: ~0.65 (confidence interval ~0.5-0.8) * wm-us-zip-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-zip-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-structure-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-structure-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-natural-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-natural-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-county-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-county-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-college-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-college-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-us-city-long: ~0.65 (confidence interval ~0.5-0.8) * wm-us-city-lat: ~0.65 (confidence interval ~0.5-0.8) * wm-song-release: ~0.65 (confidence interval ~0.5-0.8) * wm-person-death: ~0.65 (confidence interval ~0.5-0.8) * wm-person-birth: ~0.65 (confidence interval ~0.5-0.8) * wm-person-age: ~0.65 (confidence interval ~0.5-0.8) * wm-nyt-pubdate: ~0.65 (confidence interval ~0.5-0.8) * wm-movie-release: ~0.65 (confidence interval ~0.5-0.8) * wm-movie-length: ~0.65 (confidence interval ~0.5-0.8) * wm-book-release: ~0.65 (confidence interval ~0.5-0.8) * wm-book-length: ~0.65 (confidence interval ~0.5-0.8) ### Key Observations The frequencies of "YES" responses are remarkably consistent across all entities and both "Greater Than" and "Less Than" prompts, hovering around 0.65. The confidence intervals are also similar in width for most entities. There is no clear distinction in response patterns between the two prompts. ### Interpretation The data suggests that the Llama-3.3-70B-Instruct model responds with "YES" approximately 65% of the time regardless of whether the prompt asks if something is "Greater Than" or "Less Than" for the given entities. This indicates a potential bias or a lack of sensitivity to the comparative nature of the prompts. The consistency across entities suggests this is a general behavior of the model rather than being specific to certain types of information. The narrow confidence intervals suggest that this behavior is relatively stable. The model doesn't seem to be effectively utilizing the "Greater Than" or "Less Than" context to provide meaningful responses. This could be due to the way the model was trained or the specific phrasing of the prompts. Further investigation is needed to understand the underlying reasons for this pattern.

## [Chart Type] Comparative Frequency Analysis: Llama-3.3-70B-Instruct Model Performance ### Overview The image displays a comparative statistical chart evaluating the performance of the "Llama-3.3-70B-Instruct" language model across 29 distinct knowledge or reasoning tasks. The chart is divided into two side-by-side panels labeled "Greater Than" and "Less Than," each plotting the "frequency of YES" responses on a scale from 0.0 to 1.0. The data is presented as point estimates (colored markers) with horizontal lines indicating confidence intervals or variance. ### Components/Axes * **Title:** "Llama-3.3-70B-Instruct" (centered at the top). * **Panel Titles:** "Greater Than" (left panel), "Less Than" (right panel). * **Y-Axis (Shared):** A vertical list of 29 task identifiers, grouped thematically: * **World Knowledge (8 tasks):** `wm-world-structure-long`, `wm-world-structure-lat`, `wm-world-populated-long`, `wm-world-populated-lat`, `wm-world-populated-area`, `wm-world-natural-long`, `wm-world-natural-lat`, `wm-world-natural-area`. * **US-Specific Knowledge (12 tasks):** `wm-us-zip-long`, `wm-us-zip-lat`, `wm-us-structure-long`, `wm-us-structure-lat`, `wm-us-natural-long`, `wm-us-natural-lat`, `wm-us-county-long`, `wm-us-county-lat`, `wm-us-college-long`, `wm-us-college-lat`, `wm-us-city-long`, `wm-us-city-lat`. * **General Factual Knowledge (9 tasks):** `wm-song-release`, `wm-person-death`, `wm-person-birth`, `wm-person-age`, `wm-nyt-pubdate`, `wm-movie-release`, `wm-movie-length`, `wm-book-release`, `wm-book-length`. * **X-Axis (Both Panels):** Labeled "freq. of YES" with major tick marks at 0.0, 0.2, 0.5, 0.8, and 1.0. * **Data Representation:** Each task has a horizontal line. A colored square marker (red or green) indicates the central estimate. The length of the horizontal line represents the range or uncertainty (e.g., confidence interval). * **Legend:** No explicit legend is present in the image. The color coding (red vs. green) must be inferred from context and pattern. ### Detailed Analysis **Trend Verification & Spatial Grounding:** The visual trend across both panels is highly consistent. Most tasks show a central estimate clustered tightly around the 0.5 frequency mark. The primary variations are in the color of the marker and the width of the confidence interval. **Data Extraction (Approximate Values):** *Note: Values are estimated based on marker position relative to the x-axis. The pattern is nearly identical in both the "Greater Than" and "Less Than" panels.* | Task Identifier | Marker Color | Approx. Freq. of YES | Confidence Interval Width (Visual) | | :--- | :--- | :--- | :--- | | **World Knowledge** | | | | | wm-world-structure-long | Red | ~0.50 | Narrow | | wm-world-structure-lat | Green | ~0.50 | Narrow | | wm-world-populated-long | Red | ~0.50 | Narrow | | wm-world-populated-lat | Green | ~0.50 | Narrow | | wm-world-populated-area | Green | ~0.50 | **Very Wide** (approx. 0.2 to 0.8) | | wm-world-natural-long | Red | ~0.50 | Narrow | | wm-world-natural-lat | Green | ~0.50 | Narrow | | wm-world-natural-area | Green | ~0.50 | **Wide** (approx. 0.3 to 0.7) | | **US-Specific Knowledge** | | | | | All 12 `wm-us-*` tasks | Green | ~0.50 | Narrow | | **General Factual Knowledge** | | | | | wm-song-release | Green | ~0.50 | Narrow | | wm-person-death | Green | ~0.60 | Moderate | | wm-person-birth | Green | ~0.60 | Moderate | | wm-person-age | Green | ~0.50 | Narrow | | wm-nyt-pubdate | Green | **~0.80** | Moderate | | wm-movie-release | Green | ~0.50 | Narrow | | wm-movie-length | Green | ~0.50 | Narrow | | wm-book-release | Green | ~0.50 | Narrow | | wm-book-length | Green | ~0.50 | Narrow | ### Key Observations 1. **Central Tendency at 0.5:** The vast majority of tasks (25 out of 29) have a "freq. of YES" centered at or very near 0.5. This suggests the model's responses are balanced or at chance level for these binary evaluations. 2. **Notable Outliers:** * `wm-nyt-pubdate` is a significant outlier with a frequency of approximately **0.8**, indicating a strong bias toward "YES" responses for this task. * `wm-person-death` and `wm-person-birth` show a slight positive bias, with frequencies around **0.6**. 3. **High Variance Tasks:** The tasks `wm-world-populated-area` and `wm-world-natural-area` exhibit extremely wide confidence intervals, indicating high uncertainty or inconsistency in the model's performance on these specific tasks. 4. **Color Pattern:** Red markers appear exclusively on three specific world knowledge tasks: `*-structure-long`, `*-populated-long`, and `*-natural-long`. All other tasks use green markers. The meaning of this color distinction is not labeled but is consistent across both panels. 5. **Panel Similarity:** The "Greater Than" and "Less Than" panels show virtually identical data distributions, suggesting the model's response frequency is not significantly different between these two experimental conditions for the tasks measured. ### Interpretation This chart appears to be a diagnostic evaluation of a large language model's (Llama-3.3-70B-Instruct) calibration or bias on a suite of factual and reasoning tasks framed as binary (YES/NO) questions. * **What the data suggests:** The model demonstrates a strong central tendency to answer "YES" or "NO" with equal frequency (0.5) for most tasks, which could indicate good calibration *if* the underlying ground truth for these tasks is balanced. However, the stark outlier (`wm-nyt-pubdate`) reveals a specific, strong bias in one domain. * **Relationship between elements:** The grouping of tasks (World, US, General) allows for comparison across knowledge domains. The model shows consistent behavior within the US-specific group but more variability within the World knowledge group, particularly in the "area" tasks which may involve more complex or ambiguous reasoning. * **Anomalies and Implications:** The high variance for "area" tasks suggests the model struggles with consistency on questions involving spatial or demographic area comparisons. The red/green color coding likely signifies a categorical difference in the task type or the model's underlying reasoning process for those specific items, though the exact meaning requires external context. The near-identical results between "Greater Than" and "Less Than" panels imply that the framing of the comparison (greater vs. less) does not materially affect the model's output frequency for this set of tasks.

## Box Plot: Llama-3.3-70B-Instruct Response Frequency Distribution ### Overview The image shows two side-by-side box plots comparing the frequency of "YES" responses for various Llama-3.3-70B-Instruct model outputs. The plots are divided into "Greater Than" (median) and "Less Than" (median) categories, with categories listed on the y-axis and frequency values (0-1.0) on the x-axis. ### Components/Axes - **Title**: "Llama-3.3-70B-Instruct" - **Subplots**: - Left: "Greater Than" (median) - Right: "Less Than" (median) - **Y-Axis**: Categories (model outputs) listed vertically: - `wm-world-structure-long`, `wm-world-structure-lat`, `wm-world-populated-long`, `wm-world-populated-lat`, `wm-world-populated-area`, `wm-world-natural-long`, `wm-world-natural-lat`, `wm-world-natural-area`, `wm-us-zip-long`, `wm-us-zip-lat`, `wm-us-structure-long`, `wm-us-structure-lat`, `wm-us-natural-long`, `wm-us-natural-lat`, `wm-us-county-long`, `wm-us-county-lat`, `wm-us-college-long`, `wm-us-college-lat`, `wm-us-city-long`, `wm-us-city-lat`, `wm-song-release`, `wm-person-death`, `wm-person-birth`, `wm-person-age`, `wm-nyt-pubdate`, `wm-movie-release`, `wm-movie-length`, `wm-book-release`, `wm-book-length` - **X-Axis**: "freq. of YES" (0.0 to 1.0) - **Legend**: - Red: "Greater Than" (median) - Green: "Less Than" (median) - **Axis Markers**: Dotted grid lines at 0.0, 0.2, 0.4, 0.6, 0.8, 1.0 ### Detailed Analysis #### Left Plot ("Greater Than" Median) - **Median Line**: Vertical line at ~0.5 for most categories. - **Key Categories**: - `wm-world-populated-area`: Red box spans ~0.5–0.7 (median ~0.6). - `wm-nyt-pubdate`: Red box spans ~0.7–0.9 (median ~0.8). - `wm-movie-release`: Red box spans ~0.6–0.8 (median ~0.7). - **Outliers**: - `wm-nyt-pubdate` and `wm-movie-release` show outliers above 0.9. #### Right Plot ("Less Than" Median) - **Median Line**: Vertical line at ~0.5 for most categories. - **Key Categories**: - `wm-world-populated-area`: Green box spans ~0.3–0.5 (median ~0.4). - `wm-nyt-pubdate`: Green box spans ~0.1–0.3 (median ~0.2). - `wm-person-age`: Green box spans ~0.4–0.6 (median ~0.5). - **Outliers**: - `wm-person-age` and `wm-nyt-pubdate` show outliers below 0.1. ### Key Observations 1. **Median Consistency**: Most categories cluster around the 0.5 median line, indicating balanced "YES" response frequencies. 2. **High Variability**: - `wm-nyt-pubdate` and `wm-movie-release` show significant outliers in the "Greater Than" plot. - `wm-person-age` and `wm-nyt-pubdate` show outliers in the "Less Than" plot. 3. **Category-Specific Trends**: - `wm-world-populated-area` has the highest median in "Greater Than" (~0.6) and lowest in "Less Than" (~0.4). - `wm-nyt-pubdate` exhibits the largest spread in both plots. ### Interpretation The chart reveals how different model outputs vary in their likelihood of generating "YES" responses. Categories like `wm-world-populated-area` and `wm-nyt-pubdate` show strong deviations from the median, suggesting they may be more sensitive to input variations or domain-specific biases. Outliers indicate potential anomalies or edge cases in model behavior. The split plots highlight that while most outputs are balanced around the median, certain categories exhibit skewed distributions, which could impact model reliability in specific applications.