# Technical Document Analysis of Heatmap Image ## Overview The image is a **heatmap** divided into three sections: **EM Performance**, **F1 Performance**, and **Acc Performance**. Each section visualizes performance metrics across varying document counts (0-Doc to 1000-Doc) and shot types (0-Shot to 28-Shot). The color gradient transitions from **blue (low values)** to **red (high values)**. --- ## Key Components ### 1. **Axis Labels and Titles** - **X-Axis (Columns):** - Document counts: `0-Doc`, `1-Doc`, `2-Doc`, `5-Doc`, `10-Doc`, `20-Doc`, `50-Doc`, `100-Doc`, `200-Doc`, `500-Doc`, `1000-Doc`. - Titles: - **EM Performance** (left section) - **F1 Performance** (middle section) - **Acc Performance** (right section) - **Y-Axis (Rows):** - Shot types: `0-Shot`, `2^0-Shot`, `2^1-Shot`, `2^2-Shot`, `2^3-Shot`, `2^4-Shot`, `2^5-Shot`, `2^6-Shot`, `2^7-Shot`, `2^8-Shot`. - **Legend:** - Position: **Top of the image** (implied by description). - Color mapping: Blue (low performance) to Red (high performance). --- ### 2. **Data Tables** #### **EM Performance** | Shot Type | 0-Doc | 1-Doc | 2-Doc | 5-Doc | 10-Doc | 20-Doc | 50-Doc | 100-Doc | 200-Doc | 500-Doc | 1000-Doc | |-----------------|-------|-------|-------|-------|--------|--------|--------|---------|---------|---------|----------| | 0-Shot | 12.2 | 13.9 | 18.6 | 19.1 | 20.5 | 21.4 | 20.6 | 22.4 | 21.1 | 21.3 | 21.2 | | 2^0-Shot | 26.4 | 34.1 | 36.8 | 38.8 | 42.0 | 43.2 | 45.1 | 46.3 | 46.6 | | | | 2^1-Shot | 27.6 | 32.7 | 36.5 | 40.8 | 44.4 | 45.2 | 44.9 | 47.5 | 46.9 | | | | 2^2-Shot | 27.8 | 34.8 | 40.4 | 42.7 | 45.4 | 46.4 | 47.5 | 48.6 | 47.6 | | | | 2^3-Shot | 28.0 | 35.4 | 41.4 | 44.0 | 46.0 | 47.2 | 48.7 | 48.8 | 49.7 | | | | 2^4-Shot | 28.7 | 37.0 | 43.0 | 45.4 | 47.4 | 47.2 | 48.2 | 48.8 | | | | | 2^5-Shot | 30.7 | 38.6 | 42.2 | 45.7 | 48.1 | 47.3 | 47.3 | | | | | | 2^6-Shot | 29.6 | 39.8 | 41.8 | 44.7 | 47.1 | 47.2 | | | | | | | 2^7-Shot | 30.5 | 39.3 | 42.2 | 44.5 | 46.8 | | | | | | | | 2^8-Shot | 31.0 | 40.3 | 42.3 | 45.2 | 47.5 | | | | | | | #### **F1 Performance** | Shot Type | 0-Doc | 1-Doc | 2-Doc | 5-Doc | 10-Doc | 20-Doc | 50-Doc | 100-Doc | 200-Doc | 500-Doc | 1000-Doc | |-----------------|-------|-------|-------|-------|--------|--------|--------|---------|---------|---------|----------| | 0-Shot | 24.6 | 25.4 | 30.3 | 33.3 | 35.8 | 36.7 | 36.7 | 38.2 | 37.7 | 38.0 | 38.5 | | 2^0-Shot | 35.9 | 44.7 | 48.5 | 52.1 | 55.0 | 56.5 | 58.7 | 59.6 | 59.1 | | | | 2^1-Shot | 36.5 | 42.8 | 47.8 | 53.8 | 56.9 | 57.6 | 57.7 | 59.9 | 59.1 | | | | 2^2-Shot | 37.5 | 45.6 | 51.2 | 56.0 | 58.0 | 59.6 | 60.6 | 61.3 | 60.0 | | | | 2^3-Shot | 37.8 | 45.4 | 52.3 | 57.4 | 58.2 | 59.4 | 60.5 | 60.8 | 61.1 | | | | 2^4-Shot | 37.7 | 47.8 | 53.7 | 58.1 | 59.2 | 60.0 | 60.3 | 60.4 | | | | | 2^5-Shot | 39.5 | 48.9 | 53.9 | 58.4 | 59.9 | 59.6 | 59.3 | | | | | | 2^6-Shot | 39.0 | 51.2 | 54.2 | 57.2 | 59.0 | 59.7 | | | | | | | 2^7-Shot | 39.8 | 50.8 | 54.2 | 57.6 | 59.4 | | | | | | | | 2^8-Shot | 40.7 | 50.5 | 53.6 | 57.3 | 59.1 | | | | | | | #### **Acc Performance** | Shot Type | 0-Doc | 1-Doc | 2-Doc | 5-Doc | 10-Doc | 20-Doc | 50-Doc | 100-Doc | 200-Doc | 500-Doc | 1000-Doc | |-----------------|-------|-------|-------|-------|--------|--------|--------|---------|---------|---------|----------| | 0-Shot | 31.3 | 32.8 | 35.6 | 40.3 | 42.2 | 44.5 | 44.7 | 46.8 | 46.8 | 46.3 | 46.3 | | 2^0-Shot | 30.6 | 42.4 | 46.1 | 48.6 | 52.1 | 53.4 | 55.7 | 56.2 | 56.5 | | | | 2^1-Shot | 31.4 | 40.2 | 43.7 | 50.2 | 53.5 | 53.5 | 53.8 | 55.4 | 54.7 | | | | 2^2-Shot | 31.4 | 42.6 | 48.2 | 52.4 | 53.7 | 55.9 | 56.3 | 56.8 | 55.9 | | | | 2^3-Shot | 31.5 | 42.0 | 48.7 | 52.8 | 53.6 | 55.1 | 55.8 | 56.0 | 56.4 | | | | 2^4-Shot | 31.8 | 43.6 | 49.4 | 53.2 | 54.6 | 54.7 | 55.0 | 55.2 | | | | | 2^5-Shot | 33.6 | 43.7 | 48.8 | 53.0 | 54.8 | 54.4 | 54.2 | | | | | | 2^6-Shot | 32.7 | 45.2 | 48.2 | 50.8 | 53.1 | 53.6 | | | | | | | 2^7-Shot | 33.7 | 44.5 | 48.3 | 50.5 | 52.9 | | | | | | | | 2^8-Shot | 34.2 | 44.2 | 47.5 | 50.8 | 53.1 | | | | | | | --- ## Key Trends 1. **EM Performance** - **0-Shot** starts at **12.2** (0-Doc) and increases to **21.2** (1000-Doc). - **2^3-Shot** achieves the highest value (**49.7**) at 1000-Doc. - Performance generally improves with more documents, but some shot types plateau (e.g., 2^5-Shot at 47.3). 2. **F1 Performance** - **0-Shot** ranges from **24.6** (0-Doc) to **38.5** (1000-Doc). - **2^3-Shot** peaks at **61.1** (1000-Doc). - Higher shot types (e.g., 2^3-Shot, 2^4-Shot) show steeper improvements with document counts. 3. **Acc Performance** - **0-Shot** starts at **31.3** (0-Doc) and stabilizes at **46.3** (1000-Doc). - **2^3-Shot** achieves the highest value (**56.4**) at 1000-Doc. - Performance improves with document counts, but some shot types (e.g., 2^6-Shot) show minimal gains. --- ## Spatial Grounding - **Legend Position:** Top of the image (implied). - **Color Consistency:** - Blue values correspond to lower performance (e.g., 0-Shot in EM/F1/Acc). - Red values indicate higher performance (e.g., 2^3-Shot in F1/Acc). --- ## Notes - **Missing Data:** Some cells in the tables are empty (e.g., 2^0-Shot in EM Performance at 1000-Doc). - **Color Gradient:** The heatmap uses a **blue-to-red** scale, but the exact legend mapping is not explicitly labeled in the image. - **Trend Verification:** All data series show an **upward trend** with increasing document counts, aligning with the visual heatmap. --- ## Conclusion The heatmap illustrates performance metrics (EM, F1, Accuracy) across different shot types and document counts. Higher document counts generally improve performance, with **2^3-Shot** consistently achieving the highest values in F1 and Acc metrics. The data is structured in three distinct sections, each with its own axis labels and color-coded values.