2 papers
cs.CL2025
Making, not Taking, the Best of N
Ammar Khairi, Daniel D'souza, Marzieh Fadaee +1
Obtaining high-quality generations in modern LLMs has largely been framed as a selection problem: identifying a single winning generation from a diverse pool of N samples, the Best…
cs.CL2024
Multilingual Arbitrage: Optimizing Data Pools to Accelerate Multilingual Progress
Ayomide Odumakinde, Daniel D'souza, Pat Verga +2
The use of synthetic data has played a critical role in recent state-of-art breakthroughs. However, overly relying on a single oracle teacher model to generate data has been shown…