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#artificial intelligence Preprint Oct 2026

MetaEncoder: Exploring the Limit of Bi-Encoders for Multimodal System One Decision Making with Natural Language Interface

System One models output constrained decisions and probability distributions rather than free-form text generation. While prevailing paradigms rely on structured schema objects to encode state, intent, and candidate choices, we revisit a fully natural language-based System One interface. In this framework, both the use...

Jian-Peng Cheng, Guang-Yu Sun, Aashu Singh et al. · 0 citations

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