## Bar Chart: Accuracy of Evaluation Prompts on Different Tasks
### Overview
The image presents a bar chart comparing the accuracy of two evaluation prompts, "Instruction" and "K-Shot," across six different tasks: Antonym, Capitalize, Country-Capital, English-French, Present-Past, and Singular-Plural. The accuracy is measured for two conditions: "Default" and "Gated." The chart is organized into a 2x6 grid, with each cell representing a task and prompt combination.
### Components/Axes
* **Y-axis:** Accuracy, ranging from 0% to 100% in increments of 25%.
* **X-axis:** Evaluation Prompt, with two categories: "Default" and "Gated."
* **Legend:** Located at the bottom of the chart.
* Red bars represent the "Instruction" prompt.
* Cyan bars represent the "K-Shot" prompt.
* **Facets (Top Row):** Instruction
* **Facets (Bottom Row):** K-Shot
* **Task Categories (Top):** Antonym, Capitalize, Country-Capital, English-French, Present-Past, Singular-Plural.
### Detailed Analysis
**Antonym**
* **Instruction (Top Row):**
* Default: Accuracy is approximately 67% with a small error bar.
* Gated: Accuracy is approximately 38% with a small error bar.
* **K-Shot (Bottom Row):**
* Default: Accuracy is approximately 65% with a small error bar.
* Gated: Accuracy is approximately 1% with a small error bar.
**Capitalize**
* **Instruction (Top Row):**
* Default: Accuracy is approximately 98% with a small error bar.
* Gated: Accuracy is approximately 50% with a small error bar.
* **K-Shot (Bottom Row):**
* Default: Accuracy is approximately 98% with a small error bar.
* Gated: Accuracy is approximately 1% with a small error bar.
**Country-Capital**
* **Instruction (Top Row):**
* Default: Accuracy is approximately 95% with a small error bar.
* Gated: Accuracy is approximately 94% with a small error bar.
* **K-Shot (Bottom Row):**
* Default: Accuracy is approximately 95% with a small error bar.
* Gated: Accuracy is approximately 2% with a small error bar.
**English-French**
* **Instruction (Top Row):**
* Default: Accuracy is approximately 74% with a small error bar.
* Gated: Accuracy is approximately 72% with a small error bar.
* **K-Shot (Bottom Row):**
* Default: Accuracy is approximately 72% with a small error bar.
* Gated: Accuracy is approximately 68% with a small error bar.
**Present-Past**
* **Instruction (Top Row):**
* Default: Accuracy is approximately 96% with a small error bar.
* Gated: Accuracy is approximately 93% with a small error bar.
* **K-Shot (Bottom Row):**
* Default: Accuracy is approximately 97% with a small error bar.
* Gated: Accuracy is approximately 96% with a small error bar.
**Singular-Plural**
* **Instruction (Top Row):**
* Default: Accuracy is approximately 98% with a small error bar.
* Gated: Accuracy is approximately 24% with a small error bar.
* **K-Shot (Bottom Row):**
* Default: Accuracy is approximately 98% with a small error bar.
* Gated: Accuracy is approximately 97% with a small error bar.
### Key Observations
* For most tasks, the "Default" condition yields higher accuracy than the "Gated" condition, especially for the "K-Shot" prompt.
* The "K-Shot" prompt performs significantly worse than the "Instruction" prompt in the "Gated" condition for the "Antonym," "Capitalize," "Country-Capital," and "Singular-Plural" tasks.
* The "Present-Past" task shows relatively consistent performance between "Default" and "Gated" conditions for both prompts.
* The error bars are generally small, indicating relatively consistent results within each condition.
### Interpretation
The data suggests that the "Instruction" prompt is more robust than the "K-Shot" prompt, particularly when a "Gated" condition is applied. The "Gated" condition seems to negatively impact the "K-Shot" prompt's performance on certain tasks, possibly due to the gating mechanism interfering with the prompt's ability to effectively utilize the provided information. The "Instruction" prompt appears to be less susceptible to this interference. The consistent high accuracy in the "Present-Past" task across all conditions suggests that this task may be inherently easier or less sensitive to the prompt type and gating mechanism. The significant drop in accuracy for "Singular-Plural" in the "Instruction" prompt with the "Gated" condition is an outlier and warrants further investigation.
