Prompt: To visualize the abstract concepts of \"chain of thought\" and \"chain of thought self-consistency\" in reasoning within large language models (LLMs), we need to create a figure that will effectively communicate these ideas in a scientific context. Here's how you can create such a visual representation: Task Identification: Chain of thought: depict the sequential reasoning process within LLMs. Self-consistency: illustrate the importance of coherence and reliability in this process. Connection between ideas: demonstrate how each link in the chain relates to the overall reasoning. Information Synthesis: For the chain of thought: Use interconnected nodes or thought bubbles to show progression. Sequential numbering or arrows can depict the flow of reasoning. For self-consistency: Repeating patterns or colors can symbolize consistency. Overlapping layers or links can show the reinforcement of ideas. Instruction Formulation: Begin with a horizontal or slightly curved line to set the stage for your \"chain\". Add several evenly spaced nodes (circles or ovals) along the line to represent individual thoughts or steps in the reasoning process. Connect these nodes with arrows to indicate the direction of the thought process. Arrows should point from one node to the next, creating a visual flow. Inside each node, provide a brief label or icon that encapsulates the essence of the thought step (e.g., \"Data Input\", \"Hypothesis Formation\", \"Evidence Evaluation\", etc.). To emphasize self-consistency, you might add a secondary line that loops back from the final node to an earlier one, suggesting a feedback mechanism or a re-evaluation process that ensures consistency. Use a consistent color scheme to represent connectivity and a different, perhaps more vibrant color to highlight self-consistency. Annotate the figure with a brief legend or caption to clarify the significance of colors, arrows, and loops for readers less familiar with the concept. Clarity and Conciseness: Use clear, concise labels for the nodes. Keep the design simple to avoid clutter. Use plain language in the legend and captions. Ensure arrows and loops are clearly visible and distinct.

Style: Sticker