\n ## Bar Chart: Answer Hit Rate Comparison - Faithful vs. Error Reasoning ### Overview This image presents a comparison of "Answer Hit" rates between "Faithful Reasoning" and "Error Reasoning" across two datasets: "WebQSP" and "CWQ". The comparison is made for two conditions within each dataset: "GCR" and "GCR w/o constraint". The data is visualized using bar charts. ### Components/Axes * **X-axis:** Represents the conditions being compared: "GCR" and "GCR w/o constraint". * **Y-axis:** Represents the "Answer Hit" rate, scaled from 0 to 60. * **Legend:** Located at the top-center of the image, distinguishing between "Faithful Reasoning" (light blue) and "Error Reasoning" (light red). * **Chart Titles:** "WebQSP" is above the left chart, and "CWQ" is above the right chart. ### Detailed Analysis The image contains two separate bar charts. **WebQSP Chart (Left):** * **Faithful Reasoning (Light Blue):** * For "GCR", the "Answer Hit" rate is 100.0%. * For "GCR w/o constraint", the "Answer Hit" rate is 62.4%. * **Error Reasoning (Light Red):** * For "GCR", the "Answer Hit" rate is approximately 60%. * For "GCR w/o constraint", the "Answer Hit" rate is approximately 60%. **CWQ Chart (Right):** * **Faithful Reasoning (Light Blue):** * For "GCR", the "Answer Hit" rate is 100.0%. * For "GCR w/o constraint", the "Answer Hit" rate is 48.1%. * **Error Reasoning (Light Red):** * For "GCR", the "Answer Hit" rate is approximately 60%. * For "GCR w/o constraint", the "Answer Hit" rate is approximately 60%. ### Key Observations * In both datasets (WebQSP and CWQ), "Faithful Reasoning" achieves a 100% "Answer Hit" rate for the "GCR" condition. * Removing the constraint ("GCR w/o constraint") significantly reduces the "Answer Hit" rate for "Faithful Reasoning" in both datasets. * "Error Reasoning" maintains a relatively consistent "Answer Hit" rate of approximately 60% across all conditions in both datasets. * The difference in performance between "Faithful Reasoning" and "Error Reasoning" is most pronounced in the "GCR" condition. ### Interpretation The data suggests that the "GCR" method, when combined with "Faithful Reasoning", leads to perfect performance ("Answer Hit" of 100%). However, removing the constraint associated with "GCR" degrades the performance of "Faithful Reasoning" substantially. "Error Reasoning" appears to be less sensitive to the presence or absence of the constraint, maintaining a consistent, but lower, performance level. This could indicate that the "GCR" method relies heavily on the constraint to ensure accurate reasoning. Without the constraint, "Faithful Reasoning" is more susceptible to errors. "Error Reasoning", on the other hand, may be less reliant on the constraint, or may benefit from its removal in some way, resulting in a stable, albeit lower, performance. The consistent performance of "Error Reasoning" suggests it may be employing a different strategy that is not as affected by the constraint. The data highlights the importance of the constraint in achieving high accuracy with "Faithful Reasoning".