Author

Tim Pearce

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Preprint Aug 2026

Full-bandwidth transformer

This work trains 1B-parameter full-bandwidth transformers on up to 400B tokens and finds that latent feedback improves validation loss, 5-shot language-model evaluation, math and coding generation, and instruction-tuned performance.

Xi Wang, Zi-Yang Cai, Zheng Zhan et al. · 6 citations

Preprint Aug 2026

Hierarchical Latent Prediction for Language Models

Hierarchical Latent Prediction (HiLP) is introduced, which introduces an auxiliary higher-level abstract latent to help reduce the error accumulation effect in latent-space rollouts and can lead to longer-horizon coherent belief state representation.

Changyan Shi, Tim Pearce, Manan Tomar et al. · 0 citations