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Future Token Prediction

2 articles · Page 1 of 1
Data Party THU
Data Party THU
Jun 18, 2026 · Artificial Intelligence

Why Large Language Models Are Short‑Sighted and How Next‑ToBE Unlocks Anticipatory Reasoning

The article examines the short‑sighted nature of current next‑token prediction in LLMs, presents the Next‑ToBE (Next Token‑Bag Exploitation) method that reshapes the training objective to expose latent future‑token awareness, and shows through extensive experiments that this approach improves anticipatory reasoning and downstream task performance.

Anticipatory ReasoningFuture Token PredictionLLM evaluation
0 likes · 12 min read
Why Large Language Models Are Short‑Sighted and How Next‑ToBE Unlocks Anticipatory Reasoning
Machine Learning Algorithms & Natural Language Processing
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 PredictionLarge Language ModelsNext-ToBE
0 likes · 12 min read
Next-ToBE: Enabling Overconfident LLMs to See Further and Reason More Accurately