Ji Xin

Expanding item discoverability in e-commerce search can boost query coverage from 60% to 80% while slashing inference costs to a third of traditional models.

LLMs struggle to detect software vulnerabilities because faint vulnerability signals get drowned out by dominant functional code, but SAGE amplifies these signals to achieve state-of-the-art detection with smaller models.