Example of GPT-4 Step-by-Step Visual Humor Explanation
An example demonstrating multimodal understanding and step-by-step reasoning involves presenting GPT-4 with a comic panel and the instruction: "Can you explain why this is funny. Think about it step-by-step." The comic depicts a statistical learning practitioner recommending complex, theoretical interventions for overfitting (such as structural risk minimization and loss function modification), contrasted with a neural network practitioner who simply suggests adding more layers. GPT-4 successfully identifies the humor arising from the contrast between theoretical mathematical complexity and the brute-force simplicity of stacking layers, noting that the caption "But unironically" reinforces the joke because adding layers is often effective in practice.
0
1
Tags
Prep Sessions
Transformer Architecture and Large Language Model Capabilities @ University of Michigan - Ann Arbor
Ch.2 Model Scaling and Capability Evaluation - Transformer Architecture and Large Language Model Capabilities @ University of Michigan - Ann Arbor
Visual Inputs and Multimodal Processing - Transformer Architecture and Large Language Model Capabilities @ University of Michigan - Ann Arbor
Related
Multimodal Input Processing in GPT-4
Transferability of Language Prompting Techniques to Multimodal Inputs
Example of GPT-4 Step-by-Step Visual Humor Explanation
GPT-4
Prompt for a Classification Task
Which standard test-time prompting methods developed for text-only language models remain directly applicable and effective when working with multimodal inputs?
What two core capabilities do multimodal models leverage across combined image and text tasks through the transfer of standard text-only prompting techniques?
A multimodal model fails to answer an analytical question about an intricate visual diagram accurately because it attempts to predict the final conclusion immediately without intermediate steps. Analyze how applying chain-of-thought (CoT) prompting resolves this failure, and explain how this language-derived method functions across combined image and text inputs.
Example of GPT-4 Step-by-Step Visual Humor Explanation