eess.AS · 2026-07-04 · No. 43
Audio and Speech Processing, 2026-07-04.
1 new papers in eess.AS. Titles, authors,
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01 — The papers
1 entries-
01
An Efficient vLLM-Based Inference Pipeline for Unified Audio Understanding and Generation
Haoran Wang, Jinchuan Tian, Siddhant Arora, Shinji Watanabe
eess.AS · cs.AI
While Large Multimodal Models excel in comprehension, high-throughput inference engines lack native support for multimodal generation. This is severe in Speech Language Models, where generating multi-layered audio tokens via decoupled AR+NAR or synchronous Multi-Token Prediction (MTP) with delay-pattern interleaving conflicts with standard single-stream loops. We present a vLLM-based inference pipeline for unified speech understanding and...
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