Kelly Marchisio

Planning failures in multilingual systems can be systematically diagnosed and mitigated, leading to significant performance gains in low-resource languages.

Generic reasoning hurts machine translation, but a new structured reasoning approach—with iterative drafting, refinement, and revision—unlocks significant gains.