Midjourney V8 Alpha introduces faster 2K rendering, stronger prompt understanding, and new workflow features like personalization, moodboard, and conversation mode, shifting the tool from a high‑quality image generator to a controllable image operating system, though at higher cost and complexity.
Xiaomi introduces MiMo-V2-TTS, a self‑developed speech‑synthesis large model that combines a custom audio tokenizer, multi‑codebook architecture, massive pre‑training on over a hundred million hours of data and multi‑dimensional reinforcement learning to deliver fine‑grained style control, dialect support, role‑play and high‑quality singing, aiming to give AI agents expressive, human‑like voices.
This article reviews the rapidly evolving field of structured‑data text generation, covering AI development stages, core concepts, model architectures from pipeline to pretrained transformers, key challenges such as content selection, numeric representation, reasoning and style control, and outlines recent research directions and Q&A insights.
This article presents the JiuGe system developed by THUNLP for automatically generating Chinese classical poetry, detailing its research motivations, model architecture—including salient‑clue, working‑memory, topic‑memory, style‑transfer and reinforcement‑learning components—implementation, applications, and future directions.
