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Text normalization is an essential preprocessing step in many natural language processing (NLP) tasks, and stemming is one such normalization technique that reduces words to their base or root form. However, evaluating stemming methods is…

计算与语言 · 计算机科学 2025-11-26 Md Abdullah Al Kafi , Raka Moni , Sumit Kumar Banshal

Despite the widespread use of Transformer-based text embedding models in NLP tasks, surprising 'sticky tokens' can undermine the reliability of embeddings. These tokens, when repeatedly inserted into sentences, pull sentence similarity…

计算与语言 · 计算机科学 2025-07-25 Kexin Chen , Dongxia Wang , Yi Liu , Haonan Zhang , Wenhai Wang

Modern speaker verification systems primarily rely on speaker embeddings, followed by verification based on cosine similarity between the embedding vectors of the enrollment and test utterances. While effective, these methods struggle with…

声音 · 计算机科学 2025-07-04 Wan Lin , Junhui Chen , Tianhao Wang , Zhenyu Zhou , Lantian Li , Dong Wang

Fast and accurate spoken content retrieval is vital for applications such as voice search. Query-by-Example Spoken Term Detection (STD) involves retrieving matching segments from an audio database given a spoken query. Token-based STD…

音频与语音处理 · 电气工程与系统科学 2026-02-19 Anup Singh , Vipul Arora , Kris Demuynck

Stance Detection (StD) aims to detect an author's stance towards a certain topic or claim and has become a key component in applications like fake news detection, claim validation, and argument search. However, while stance is easily…

计算与语言 · 计算机科学 2020-01-07 Benjamin Schiller , Johannes Daxenberger , Iryna Gurevych

Using end-to-end models for speech translation (ST) has increasingly been the focus of the ST community. These models condense the previously cascaded systems by directly converting sound waves into translated text. However, cascaded models…

计算与语言 · 计算机科学 2021-01-25 Orion Weller , Matthias Sperber , Christian Gollan , Joris Kluivers

Continuous speech separation plays a vital role in complicated speech related tasks such as conversation transcription. The separation model extracts a single speaker signal from a mixed speech. In this paper, we use transformer and…

音频与语音处理 · 电气工程与系统科学 2020-10-23 Sanyuan Chen , Yu Wu , Zhuo Chen , Jian Wu , Jinyu Li , Takuya Yoshioka , Chengyi Wang , Shujie Liu , Ming Zhou

Conventional spoken language translation (SLT) systems are pipeline based systems, where we have an Automatic Speech Recognition (ASR) system to convert the modality of source from speech to text and a Machine Translation (MT) systems to…

Speech intelligibility can be affected by multiple factors, such as noisy environments, channel distortions or physiological issues. In this work, we deal with the problem of automatic prediction of the speech intelligibility level in this…

音频与语音处理 · 电气工程与系统科学 2024-02-06 Ascensión Gallardo-Antolín , Juan M. Montero

Objective: Speech tests aim to estimate discrimination loss or speech recognition threshold (SRT). This paper investigates the potential to estimate SRTs from clinical data that target at characterizing the discrimination loss. Knowledge…

声音 · 计算机科学 2025-01-16 Mareike Buhl , Eugen Kludt , Lena Schell-Majoor , Paul Avan , Marta Campi

To promote and further develop RST-style discourse parsing models, we need a strong baseline that can be regarded as a reference for reporting reliable experimental results. This paper explores a strong baseline by integrating existing…

计算与语言 · 计算机科学 2022-11-02 Naoki Kobayashi , Tsutomu Hirao , Hidetaka Kamigaito , Manabu Okumura , Masaaki Nagata

Simulating Standardized Patients with cognitive impairment offers a scalable and ethical solution for clinical training. However, existing methods rely on discrete prompt engineering and fail to capture the heterogeneity of deficits across…

人工智能 · 计算机科学 2026-04-17 Weikang Zhang , Zimo Zhu , Zhichuan Yang , Chen Huang , Wenqiang Lei , See-Kiong Ng

Dysarthria is a motor speech disorder that results in slow and often incomprehensible speech. Speech intelligibility significantly impacts communication, leading to barriers in social interactions. Dysarthria is often a characteristic of…

音频与语音处理 · 电气工程与系统科学 2025-10-07 Ananya Raghu , Anisha Raghu , Nithika Vivek , Sofie Budman , Omar Mansour

Discourse segmentation, which segments texts into Elementary Discourse Units, is a fundamental step in discourse analysis. Previous discourse segmenters rely on complicated hand-crafted features and are not practical in actual use. In this…

计算与语言 · 计算机科学 2018-08-29 Yizhong Wang , Sujian Li , Jingfeng Yang

Aligned language models face a significant limitation as their fine-tuning often results in compromised safety. To tackle this, we propose a simple method RESTA that performs LLM safety realignment. RESTA stands for REstoring Safety through…

计算与语言 · 计算机科学 2024-02-20 Rishabh Bhardwaj , Do Duc Anh , Soujanya Poria

Automatic speech recognition (ASR) tasks are resolved by end-to-end deep learning models, which benefits us by less preparation of raw data, and easier transformation between languages. We propose a novel end-to-end deep learning model…

音频与语音处理 · 电气工程与系统科学 2018-10-31 Xinpei Zhou , Jiwei Li , Xi Zhou

This work describes our group's submission to the PROCESS Challenge 2024, with the goal of assessing cognitive decline through spontaneous speech, using three guided clinical tasks. This joint effort followed a holistic approach,…

This paper proposes a controllable end-to-end text-to-speech (TTS) system to control the speaking speed (speed-controllable TTS; SCTTS) of synthesized speech with sentence-level speaking-rate value as an additional input. The speaking-rate…

音频与语音处理 · 电气工程与系统科学 2020-08-14 Jae-Sung Bae , Hanbin Bae , Young-Sun Joo , Junmo Lee , Gyeong-Hoon Lee , Hoon-Young Cho

Speech-to-speech translation (S2ST) converts input speech to speech in another language. A challenge of delivering S2ST in real time is the accumulated delay between the translation and speech synthesis modules. While recently incremental…

计算与语言 · 计算机科学 2022-07-18 Danni Liu , Changhan Wang , Hongyu Gong , Xutai Ma , Yun Tang , Juan Pino

In this study, we present recent developments on ESPnet: End-to-End Speech Processing toolkit, which mainly involves a recently proposed architecture called Conformer, Convolution-augmented Transformer. This paper shows the results for a…