31 citations · 36 across the 29 of their papers we have counts for
13 papers · 1 filter
Spiralformer: Low Latency Encoder for Streaming Speech Recognition with Circular Layer Skipping and Early Exiting
Emiru Tsunoo, Hayato Futami, Yosuke Kashiwagi +2
For streaming speech recognition, a Transformer-based encoder has been widely used with block processing. Although many studies addressed improving emission latency of transducers,…
Decoder-only Architecture for Streaming End-to-end Speech Recognition
Emiru Tsunoo, Hayato Futami, Yosuke Kashiwagi +2
Decoder-only language models (LMs) have been successfully adopted for speech-processing tasks including automatic speech recognition (ASR). The LMs have ample expressiveness and pe…
Decoder-only Architecture for Speech Recognition with CTC Prompts and Text Data Augmentation
Emiru Tsunoo, Hayato Futami, Yosuke Kashiwagi +2
Collecting audio-text pairs is expensive; however, it is much easier to access text-only data. Unless using shallow fusion, end-to-end automatic speech recognition (ASR) models req…
Integration of Frame- and Label-synchronous Beam Search for Streaming Encoder-decoder Speech Recognition
Emiru Tsunoo, Hayato Futami, Yosuke Kashiwagi +2
Although frame-based models, such as CTC and transducers, have an affinity for streaming automatic speech recognition, their decoding uses no future knowledge, which could lead to…
Tensor decomposition for minimization of E2E SLU model toward on-device processing
Yosuke Kashiwagi, Siddhant Arora, Hayato Futami +6
Spoken Language Understanding (SLU) is a critical speech recognition application and is often deployed on edge devices. Consequently, on-device processing plays a significant role…
Joint Speech Recognition and Audio Captioning
Chaitanya Narisetty, Emiru Tsunoo, Xuankai Chang +3
Speech samples recorded in both indoor and outdoor environments are often contaminated with secondary audio sources. Most end-to-end monaural speech recognition systems either remo…