Weixian Lei

The Scalability of Simplicity: Empirical Analysis of Vision-Language Learning with a Single Transformer

2025

This paper introduces SAIL, a single transformer unified multimodal large language model (MLLM) that integrates raw pixel encoding and language decoding within a singular architecture. Unlike existing modular MLLMs, which rely on a pre-trained vision …