Machine Learning Algorithms & Natural Language Processing
May 25, 2026 · Artificial Intelligence
Next-ToBE: Enabling Overconfident LLMs to See Further and Reason More Accurately
The ICLR 2026 paper introduces Next‑ToBE, a training‑objective modification that replaces the one‑hot next‑token label with a soft distribution over a future token window, unlocking latent foresight in LLMs, improving future‑token hit rate, downstream reasoning performance, and reducing training memory and time.
Future Token PredictionNext-ToBEReasoning Performance
0 likes · 12 min read