audio-understanding

Qwen-Audio-3.1-ASR 技术报告介绍了一系列音频语言模型，在语音识别、说话人分离转录和通用音频理解方面较 Qwen-Audio-3.0-ASR 有显著提升，支持 30 种语言和 16 种汉语方言，并提供流式与非流式等多种部署变体。

Inkling is a large open-weights multimodal model (975B total, 41B active parameters) using a sparse MoE architecture, accepting text, image, and audio inputs and generating text outputs, intended for agentic systems, coding assistants, and chatbots.

The paper introduces Continuous Audio Thinking (CoAT), a framework that equips large audio language models with a continuous latent workspace to organize acoustic information before generating textual responses, improving performance on audio reasoning, understanding, and transcription tasks without additional decoding cost.