FLAN-style models score well on benchmarks but often fe...

Benchmark-derived templates are often too rigid, whereas real-world conversational prompts are irregular, context-dependent, and underspecified. To bridge this gap, incorporate open-ended conversational pairs into the instruction mix. Ensure this data represents at least 30-40% of the total mix and oversample task types where the model currently exhibits mechanical behavior during evaluation.