Wen Wang

Qwen-Audio-3.1-Realtime brings these requirements together through Think, Act, and Speak and Coordinate, evaluating audio reasoning, multilingual understanding, tool use, conversational behavior, full-duplex interaction, and safety.

The J-lens reveals that language models operate with a surprisingly sparse causal structure, concentrating energy in specific pathways to predict future outputs.

Explicit manipulation planning can dramatically enhance the accuracy of hand-motion forecasting, achieving state-of-the-art results without interference from motion synthesis.

Sparse rewards can be effectively optimized without losing the advantages of fine-grained feedback through a novel two-stage training approach.