From the 1 of 2 linked papers with an AI index.
2 papers
cs.AI2026
On-Device Deep Research at 4B: Exposure Bounds Faithfulness, Retrieval Bounds Coverage
Vinay Kumar Chaganti
The paper studies a 4 billion‑parameter on‑device language model that searches a corpus, reads sources, and writes cited briefs, measuring how much of each source the model sees (e…
cs.AI2026
Different Teachers, Different Capabilities: Sub-1B On-Device Distillation for Structured Text Enrichment
Vinay Kumar Chaganti
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…