Author

Zihao Wang

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#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

#artificial intelligence Preprint Sep 2026

MoEMB: Scaling Universal Multimodal Embeddings with Efficient Mixture-of-Experts Models

This work proposes MOEMB, which instead scales UME along the expert axis through mixture-of-experts (MoE), growing encoder capacity while preserving single-vector, non-autoregressive encoding, and conducts the first comprehensive study of adaptive computation for MoE-based embedding.

Xuan-Ming Cui, S. Mishra, Wen-Tao Bao et al. · 0 citations