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A new tool called kimi-k3-in-c runs the 2.78T-parameter Kimi K3 open model on a single CPU with as little as 8.24 GB RAM, streaming experts from disk and achieving deterministic output at 10-32 seconds per token.
Fish Audio S2 is a new open-weight audio model available on Hugging Face, offering two models for timing and acoustic details, with fast inference and a hosted version S2.1 Pro supporting 83 languages at lower cost than ElevenLabs.
This paper introduces an incremental algorithm for Byte Pair Encoding (BPE) tokenization that processes each byte in O(log^2 t) time, enabling efficient partial tokenization in streaming settings and achieving speedups over existing implementations.
Dolphin-CN-Dialect is a streaming-capable ASR model that improves dialect recognition through temperature-based sampling and redesigned tokenization, achieving competitive performance with a smaller model size.
LingBot-Map is a feed-forward 3D foundation model for streaming 3D reconstruction that uses a Geometric Context Transformer architecture, achieving state-of-the-art performance with efficient ~20 FPS inference on long sequences exceeding 10,000 frames.