Retain behavioral fine-tuning: Which conclusion correctly distinguishes the required interventions?
Fine-tuning changes behavior such as format; retrieval and validation address current prices and contract terms.
The question
A software procurement assistant must follow a company’s preferred comparison format and answer questions using current vendor prices and contract terms. Fine-tuning improves formatting in tests, while retrieval sometimes returns obsolete price sheets. Which conclusion correctly distinguishes the required interventions?
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- Fine-tune further because formatting and current prices are learned behaviors.Fine-tuning can influence response behavior and format, but it does not reliably maintain changing prices or contract facts.
- Replace retrieval with longer prompts containing older procurement examples.Examples can shape format, but older prompts cannot supply dependable current prices and terms required for procurement.
- Select a larger model because it can independently remember current vendor terms.Model scale does not ensure current vendor information and cannot replace controlled retrieval from authoritative procurement sources.
- Retain behavioral fine-tuning, while correcting retrieval freshness and source validation. ✓The evidence supports fine-tuning for format and retrieval controls for current facts, with verification addressing unsupported answers.
The trap
Ask whether the defect concerns how the model responds or what current evidence it can access. How to remember it
Fine-tuning changes behavior such as format; retrieval and validation address current prices and contract terms.
How many of these would you get right?
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