## Bar Chart: Blind Spot Summary Across Datasets ### Overview The image is a bar chart comparing the "Self-Correction Blind Spot" across different language models and datasets. The chart displays the mean and 95% confidence intervals for each model under various conditions related to "Wait" operations. The models are listed on the x-axis, and the self-correction blind spot values are on the y-axis. The legend distinguishes between different datasets and conditions. ### Components/Axes * **Title:** Blind Spot summary across datasets (Appending "Wait") - 95% Confidence Intervals * **X-axis:** Models. The models listed are: * Llama-4-Maverick-17B-128E-Instruct-FP8 * DeepSeek-V3-0324 * Qwen2.5-72B-Instruct * Llama-4-Scout-17B-16E-Instruct-FP8-dynamic * Llama-3.3-70B-Instruct * Qwen3-235B-A22B * Phi-4 * Qwen2.5-7B-Instruct * Qwen2-7B-Instruct * Qwen3-14B * Qwen3-30B-A3B * Llama-3.1-8B-Instruct * Qwen3-32B * Mistral-Small-24B-Instruct-2501 * **Y-axis:** Self-Correction Blind Spot. The scale ranges from -1.5 to 0.5, with tick marks at -1.0, -0.5, and 0.0, and 0.5. * **Legend:** Located in the top-left corner. * Blue: SCLI5 (Wait) * Orange: GSM8K-SC (Before commit answer, Wait) * Light Beige: GSM8K-SC (After commit answer, Wait) * Light Green: PRM800K-SC (Before commit answer, Wait) * Dark Green: PRM800K-SC (After commit answer, Wait) ### Detailed Analysis The chart presents data for each model across five different conditions, represented by the colored bars. Error bars indicate the 95% confidence intervals. Here's a breakdown of the approximate values for each model and condition: * **Llama-4-Maverick-17B-128E-Instruct-FP8:** * SCLI5 (Wait) (Blue): ~0.05 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.05 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~-0.05 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~-0.1 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~-0.05 * **DeepSeek-V3-0324:** * SCLI5 (Wait) (Blue): ~-0.05 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.05 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.05 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~-0.05 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~-0.1 * **Qwen2.5-72B-Instruct:** * SCLI5 (Wait) (Blue): ~0.0 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.1 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.05 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.2 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.3 * **Llama-4-Scout-17B-16E-Instruct-FP8-dynamic:** * SCLI5 (Wait) (Blue): ~0.0 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.15 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.1 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.1 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.25 * **Llama-3.3-70B-Instruct:** * SCLI5 (Wait) (Blue): ~0.0 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.15 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.1 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~-0.2 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~-1.2 * **Qwen3-235B-A22B:** * SCLI5 (Wait) (Blue): ~0.0 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.05 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.05 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.05 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.0 * **Phi-4:** * SCLI5 (Wait) (Blue): ~0.0 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.1 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.1 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.5 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.4 * **Qwen2.5-7B-Instruct:** * SCLI5 (Wait) (Blue): ~-0.15 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.1 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.05 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.1 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.1 * **Qwen2-7B-Instruct:** * SCLI5 (Wait) (Blue): ~-0.1 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.3 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.25 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.35 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.2 * **Qwen3-14B:** * SCLI5 (Wait) (Blue): ~-0.2 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.0 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.0 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.3 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.5 * **Qwen3-30B-A3B:** * SCLI5 (Wait) (Blue): ~-0.05 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.0 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.0 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.05 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.1 * **Llama-3.1-8B-Instruct:** * SCLI5 (Wait) (Blue): ~-0.15 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.15 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.55 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.3 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.1 * **Qwen3-32B:** * SCLI5 (Wait) (Blue): ~0.05 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.0 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.0 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.2 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.3 * **Mistral-Small-24B-Instruct-2501:** * SCLI5 (Wait) (Blue): ~0.0 * GSM8K-SC (Before commit answer, Wait) (Orange): ~0.1 * GSM8K-SC (After commit answer, Wait) (Light Beige): ~0.1 * PRM800K-SC (Before commit answer, Wait) (Light Green): ~0.25 * PRM800K-SC (After commit answer, Wait) (Dark Green): ~0.4 ### Key Observations * The PRM800K-SC (After commit answer, Wait) condition (Dark Green) shows the most significant variation across models. * Llama-3.3-70B-Instruct has a notably negative "Self-Correction Blind Spot" for the PRM800K-SC (After commit answer, Wait) condition. * The confidence intervals vary across models and conditions, indicating different levels of uncertainty in the measurements. ### Interpretation The chart provides a comparative analysis of how different language models perform in terms of self-correction when subjected to "Wait" operations across various datasets. The "Self-Correction Blind Spot" metric likely indicates the degree to which a model fails to recognize and correct its own errors under these conditions. The significant negative value for Llama-3.3-70B-Instruct in the PRM800K-SC (After commit answer, Wait) condition suggests that this model may be particularly prone to making errors or struggling to correct them in that specific scenario. Conversely, models like Phi-4 and Qwen3-14B show relatively high values for PRM800K-SC (Before/After commit answer, Wait), indicating potentially better self-correction capabilities in those conditions. The variations in confidence intervals suggest that some models and conditions have more consistent performance than others. Further investigation would be needed to understand the underlying reasons for these differences and to determine the practical implications for model deployment and usage.