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Chao Yan

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Book Open access Sep 2026

Token Write Amplification in LLM-Mediated State Stores

LLM-based applications increasingly rely on persistent state stores to maintain durable memories across long-running interactions. Unlike conventional storage systems, these stores often invoke LLMs on the write path to transform raw context into semantic state, shifting maintenance cost from bytes written to tokens pr...

Shi-Jun Yang, Shu-Heng Gao, Chao Yan et al. · 0 citations
Preprint Sep 2026

StepAudio 3 Realtime Technical Report

Realtime spoken interaction demands deep reasoning, prompt responses, and fluid turn-taking. We present StepAudio 3 Realtime, an audio-language foundation model organized around a continuous listen-converse-think-act loop. Deep Perception captures rich acoustic cues to interpret user intent, while Seamless Duplex model...

Bin Lin, Bo Zhao, Bo-Yang Zhang et al. · 2 citations
Preprint Sep 2026

StepAudio 3 Music Technical Report

We introduce StepAudio 3 Music, a large-scale, long-form music generation model that supports explicit musical planning and open-domain text-controlled generation. The StepAudio Music Tokenizer represents audio as a 50-Hz stream from a 65536-entry single codebook, using semantically informed self-supervised and multi-t...

Chengli Feng, Zhi-Yue Wu, Jia-Hao Song et al. · 0 citations
Preprint Sep 2026

StepAudio 3 Gen Technical Report

We introduce StepAudio 3 Gen, a general-purpose audio generation model that supports zero-shot text-to-speech (TTS), voice design, vocal generation, sound effects, music, vibe speech, and mixtures of multiple audio types within a unified framework. At its core, StepAudio 3 Gen is a discrete autoregressive generator tha...

Bin Lin, Bo Zhao, Bo-Yang Wang et al. · 0 citations

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