## Horizontal Bar Chart: Improvement over Base Model by Medical Category ### Overview The chart compares the performance improvement of two methods ("SFT Only" and "SFT+RL (Ours)") across 15 medical categories. The x-axis represents improvement percentage (0-25%), while the y-axis lists medical specialties. "SFT+RL (Ours)" consistently outperforms "SFT Only" in all categories. ### Components/Axes - **Y-Axis Categories**: Ear, Congenital, Neoplasms, Circulatory, Pharmacology, Eye, Musculoskeletal, Blood/Immune, Infectious, Respiratory, Skin, Endocrine, Digestive, Nervous, Mental Health - **X-Axis**: Improvement over Base Model (%) (0-25% in 5% increments) - **Legend**: - Pink: SFT Only - Orange: SFT+RL (Ours) - **Legend Position**: Bottom-right corner ### Detailed Analysis | Category | SFT Only (%) | SFT+RL (Ours) (%) | |--------------------|--------------|-------------------| | Ear | ~17 | ~23 | | Congenital | ~14 | ~22 | | Neoplasms | ~13 | ~21 | | Circulatory | ~10 | ~20 | | Pharmacology | ~11 | ~18 | | Eye | ~12 | ~17 | | Musculoskeletal | ~6 | ~16 | | Blood/Immune | ~4 | ~15 | | Infectious | ~10 | ~15 | | Respiratory | ~9 | ~15 | | Skin | ~9 | ~15 | | Endocrine | ~7 | ~15 | | Digestive | ~6 | ~14 | | Nervous | ~11 | ~14 | | Mental Health | ~6 | ~13 | ### Key Observations 1. **Consistent Outperformance**: "SFT+RL (Ours)" exceeds "SFT Only" in all categories, with average improvements of ~15% vs. ~9%. 2. **Highest Gains**: - Ear (+6% absolute improvement) - Congenital (+8%) - Neoplasms (+8%) 3. **Lowest Gains**: - Blood/Immune (SFT Only: ~4%) - Mental Health (SFT+RL: ~13%) 4. **Narrowest Gaps**: - Mental Health (+7%) - Digestive (+8%) ### Interpretation The data demonstrates that integrating RL with SFT significantly enhances performance across medical domains. The largest improvements occur in **Ear** and **Congenital** categories, suggesting these areas benefit most from RL augmentation. **Blood/Immune** shows the weakest baseline performance with SFT Only (~4%), indicating inherent challenges in this domain. The consistent trend across all categories validates the effectiveness of the SFT+RL approach, though Mental Health and Digestive categories show relatively smaller gains, potentially due to domain-specific complexities. ### Spatial Grounding & Trend Verification - **Legend**: Confirmed alignment with bar colors (pink/orange). - **Trend Check**: All orange bars (SFT+RL) are visually longer than pink bars (SFT Only), matching the numerical data. - **Outliers**: Blood/Immune (SFT Only) and Mental Health (SFT+RL) represent the lowest performance extremes.