Vinay Kumar Chaganti

Different Teachers, Different Capabilities: Sub-1B On-Device Distillation for Structured Text Enrichment

High-volume structured extraction pays a large model's latency on every item, so distilling the task into a small on-device model is attractive: comparable output at a fraction of the time and cost. We measure what that distillation actually delivers, per sub-task. Each news article is mapped to one JSON object with a...