Select a multimodal model: Which distinction matters most?
The workflow requires multimodal input; image handling and reliability must then be assessed rather than assumed from model size or retrieval.
The question
A research office wants an assistant to answer policy questions and inspect photographed laboratory forms. Text-only answers are insufficient because the forms contain handwritten fields and diagrams. Network access is available, but privacy controls require documented handling of uploaded images. Which distinction matters most?
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- Select a larger language model because size guarantees diagram interpretation.Model size does not guarantee visual capability, accurate extraction, privacy protection, or reliable answers from diagrams.
- Select a text-only model and transcribe every image manually.Manual transcription may enable text processing, but it adds workload and transcription error while failing to use the required image capability directly.
- Select a multimodal model, then assess image handling and output reliability. ✓Multimodal capability addresses the form requirement, while privacy, extraction accuracy, and answer reliability still require contextual assessment.
- Select retrieval augmentation because retrieved text supplies missing visual inputs.Retrieval can add external context but cannot substitute for interpreting handwritten fields and diagrams absent an image-capable input path.
The trap
Identify the information type the system must process before comparing model architecture or retrieval features. How to remember it
The workflow requires multimodal input; image handling and reliability must then be assessed rather than assumed from model size or retrieval.
How many of these would you get right?
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