Author

Hai-Xing Dai

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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

#artificial intelligence May 2026

TTE-Flash: Accelerating Reasoning-based Multimodal Representations via Think-Then-Embed Tokens

TTE-Flash-2B is introduced, a reasoning-aware multimodal representation model that outperforms its explicit-CoT counterpart on the MMEB-v2 benchmark, while producing latent think tokens that are interpretable both textually and visually.

Jian-Peng Cheng, Xiangyu Wu, Jiang Zhang et al. · arXiv.org · 3 citations · ⚡1