# Technical Data Extraction: Task Length Comparison (Single Turn) This document contains a detailed extraction of data from two bar charts, labeled **(a)** and **(b)**, comparing the task lengths of various Large Language Models (LLMs) in a single-turn context. --- ## Chart (a): Without Chain-of-Thought (CoT) ### Metadata and Layout - **Header/Label:** A text box in the top-left corner contains the text "Without CoT". - **Y-Axis Title:** "Task Length (Single Turn)" - **Y-Axis Scale:** Linear, ranging from 0 to 6. - **X-Axis Labels:** Model names oriented at a 45-degree angle. - **Trend:** The chart shows a step-wise increase in task length capacity across the four listed models, starting at 2 and peaking at 6. ### Data Table (Reconstructed) | Model Name | Bar Color | Task Length Value | | :--- | :--- | :--- | | Qwen3-32B | Dark Blue/Teal | 2 | | Gemma3-27B | Red | 2 | | Deepseek-V3 | Blue | 4 | | Kimi-K2 | Dark Grey/Black | 6 | --- ## Chart (b): Thinking vs. Chain-of-Thought ### Metadata and Layout - **Legend [Top-Left]:** - Solid Grey Square: "Thinking" - Hatched/Diagonal Striped Grey Square: "Chain-of-Thought" - **Y-Axis Title:** "Task Length (Single Turn)" - **Y-Axis Scale:** Logarithmic (Base 2), ranging from $2^6$ (64) to $2^{11}$ (2048). - **X-Axis Labels:** Model names oriented at a 45-degree angle. - **Trend:** The chart displays an exponential growth trend. While the first four models (Kimi-K2 through Gemini-2.5-Pro) show relatively similar capacities (72 to 120), there is a significant jump in capacity for Grok-4, Claude-4-Sonnet, and a massive outlier in GPT-5. ### Component Isolation: Bar Styles - **Hatched Bar:** Only **Deepseek-V3** uses a diagonal hatched pattern, which according to the legend signifies "Chain-of-Thought". - **Solid Bars:** All other models use solid colors, signifying "Thinking" processes. ### Data Table (Reconstructed) | Model Name | Bar Color/Style | Task Length Value | | :--- | :--- | :--- | | Kimi-K2 | Dark Grey (Solid) | 72 | | Deepseek-V3 | Blue (Hatched) | 112 | | Deepseek-R1 | Blue (Solid) | 120 | | Gemini-2.5-Pro | Light Blue (Solid) | 120 | | Grok-4 | Medium Grey (Solid) | 384 | | Claude-4-Sonnet | Orange (Solid) | 432 | | GPT-5 | Dark Grey/Black (Solid) | 2176 | --- ## Comparative Analysis Summary - **Scale Difference:** Chart (a) uses a small linear scale (0-6) for non-CoT tasks. Chart (b) uses a logarithmic scale to accommodate values ranging from 72 to over 2000. - **Top Performer:** In both charts, the dark grey/black bar represents the highest value. In chart (a) this is **Kimi-K2** (Value: 6), and in chart (b) this is **GPT-5** (Value: 2176). - **Methodology Note:** Deepseek-V3 is the only model explicitly highlighted as using "Chain-of-Thought" (hatched pattern) in the second chart, whereas others are categorized under "Thinking".

# Technical Document Extraction: Task Length Analysis ## Chart (a) ### Title: Task Length (Single Turn) #### Axes: - **Y-axis**: Task Length (Single Turn) [0, 1, 2, 3, 4, 5, 6] - **X-axis**: Model Variants - Qwen3-32B - Gemma3-27B - Deepseek-V3 - Kimi-K2 #### Legend: - **Location**: Top-left corner - **Label**: "Without CoT" (Boxed text) #### Data Points: | Model | Color | Value | Legend Match | |----------------|-------------|-------|--------------| | Qwen3-32B | Dark Blue | 2 | ✅ Yes | | Gemma3-27B | Red | 2 | ✅ Yes | | Deepseek-V3 | Blue | 4 | ✅ Yes | | Kimi-K2 | Dark Gray | 6 | ✅ Yes | #### Trends: - **Increasing trend**: Task length escalates from 2 (Qwen3-32B/Gemma3-27B) to 6 (Kimi-K2). - **Highest value**: Kimi-K2 (6) exceeds all others by 50%. --- ## Chart (b) ### Title: Task Length (Single Turn) #### Axes: - **Y-axis**: Task Length (Single Turn) [2⁶, 2⁷, ..., 2¹¹] - **X-axis**: Model Variants - Kimi-K2 - Deepseek-V3 - Deepseek-R1 - Gemini-2.5-Pro - Grok-4 - Claude-4-Sonnet - GPT-5 #### Legend: - **Location**: Top-left corner - **Labels**: - "Thinking" (Solid Gray) - "Chain-of-Thought" (Blue with Diagonal Lines) #### Data Points: | Model | Color | Value | Legend Match | |--------------------|---------------------|--------|--------------| | Kimi-K2 | Solid Gray | 72 | ✅ Yes | | Deepseek-V3 | Blue (Diagonal) | 112 | ✅ Yes | | Deepseek-R1 | Blue (Diagonal) | 120 | ✅ Yes | | Gemini-2.5-Pro | Solid Gray | 120 | ✅ Yes | | Grok-4 | Orange | 384 | ❌ No Match | | Claude-4-Sonnet | Orange | 432 | ❌ No Match | | GPT-5 | Dark Gray | 2176 | ✅ Yes | #### Trends: - **Exponential growth**: Values range from 72 (Kimi-K2) to 2176 (GPT-5), a 30x increase. - **Dominant category**: "Chain-of-Thought" (blue) dominates mid-range (112–120), while "Thinking" (gray) spans extremes (72, 120, 2176). - **Anomaly**: Grok-4 and Claude-4-Sonnet use orange, which is **not present in the legend**. --- ## Critical Observations: 1. **Legend Discrepancy in Chart (b)**: - Grok-4 and Claude-4-Sonnet use orange, but the legend only defines "Thinking" (gray) and "Chain-of-Thought" (blue). This suggests either: - A missing legend entry for orange. - A mislabeling error in the chart. 2. **Color Consistency**: - In Chart (a), all bars align with the "Without CoT" legend. - In Chart (b), "Chain-of-Thought" (blue) and "Thinking" (gray) are consistently applied except for Grok-4/Claude-4-Sonnet. 3. **Performance Hierarchy**: - **Chart (a)**: Kimi-K2 outperforms others by 200% (6 vs. 2–4). - **Chart (b)**: GPT-5 dominates with 2176, far exceeding Claude-4-Sonnet (432) and Grok-4 (384). --- ## Conclusion: The charts compare task lengths for AI models, with Chart (a) focusing on "Without CoT" and Chart (b) contrasting "Thinking" vs. "Chain-of-Thought" approaches. Discrepancies in legend alignment (orange bars in Chart (b)) require further clarification. GPT-5 consistently shows the highest task length across both charts.