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Speech embeddings are fixed-size acoustic representations of variable-length speech sequences. They are increasingly used for a variety of tasks ranging from information retrieval to unsupervised term discovery and speech segmentation.…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-09 Robin Algayres , Mohamed Salah Zaiem , Benoit Sagot , Emmanuel Dupoux

Despite growing interest in generating high-fidelity accents, evaluating accent similarity in speech synthesis has been underexplored. We aim to enhance both subjective and objective evaluation methods for accent similarity. Subjectively,…

Audio and Speech Processing · Electrical Eng. & Systems 2026-02-06 Jinzuomu Zhong , Suyuan Liu , Dan Wells , Korin Richmond

End-to-end acoustic-to-word speech recognition models have recently gained popularity because they are easy to train, scale well to large amounts of training data, and do not require a lexicon. In addition, word models may also be easier to…

Computation and Language · Computer Science 2019-02-20 Shruti Palaskar , Vikas Raunak , Florian Metze

Speech-comprehension difficulties are common among older people. Standard speech tests do not fully capture such difficulties because the tests poorly resemble the context-rich, story-like nature of ongoing conversation and are typically…

Computation and Language · Computer Science 2025-03-04 Björn Herrmann

Audio deepfakes have reached a level of realism that makes it increasingly difficult to distinguish between human and artificial voices, which poses risks such as identity theft or spread of disinformation. Despite these concerns, research…

Audio and Speech Processing · Electrical Eng. & Systems 2025-12-11 Eugenia San Segundo , Aurora López-Jareño , Xin Wang , Junichi Yamagishi

Researches have shown accent classification can be improved by integrating semantic information into pure acoustic approach. In this work, we combine phonetic knowledge, such as vowels, with enhanced acoustic features to build an improved…

Sound · Computer Science 2016-02-25 Zhenhao Ge

Language-brain encoding experiments evaluate the ability of language models to predict brain responses elicited by language stimuli. The evaluation scenarios for this task have not yet been standardized which makes it difficult to compare…

Computation and Language · Computer Science 2019-04-05 Lisa Beinborn , Samira Abnar , Rochelle Choenni

Phonetic error detection, a core subtask of automatic pronunciation assessment, identifies pronunciation deviations at the phoneme level. Speech variability from accents and dysfluencies challenges accurate phoneme recognition, with current…

Recent advances in audio-language models have demonstrated remarkable success on short, segment-level speech tasks. However, real-world applications such as meeting transcription, spoken document understanding, and conversational analysis…

Most large language models are trained on linguistic input alone, yet humans appear to ground their understanding of words in sensorimotor experience. A natural solution is to augment LM representations with human judgments of a word's…

Computation and Language · Computer Science 2022-03-14 Sean Trott , Benjamin Bergen

Does speaking style variation affect humans' ability to distinguish individuals from their voices? How do humans compare with automatic systems designed to discriminate between voices? In this paper, we attempt to answer these questions by…

Audio and Speech Processing · Electrical Eng. & Systems 2020-08-11 Amber Afshan , Jody Kreiman , Abeer Alwan

State-of-the-art English automatic speech recognition systems typically use phonetic rather than graphemic lexicons. Graphemic systems are known to perform less well for English as the mapping from the written form to the spoken form is…

Sound · Computer Science 2018-02-02 Yu Wang , Xie Chen , Mark Gales , Anton Ragni , Jeremy Wong

In this study we developed an automated system that evaluates speech and language features from audio recordings of neuropsychological examinations of 92 subjects in the Framingham Heart Study. A total of 265 features were used in an…

Artificial Intelligence · Computer Science 2017-10-23 Tuka Alhanai , Rhoda Au , James Glass

Evaluating English ASR systems for conversational AI applications remains difficult, as many publicly available corpora are either pre-segmented into short segments, consist of read or prepared speech, or lack explicit dialect annotations…

Computation and Language · Computer Science 2026-05-01 Eugen Beck , Sarah Beranek , Uma Moothiringote , Daniel Mann , Wilfried Michel , Katie Nguyen , Taylor Tragemann

Self-supervised techniques for learning speech representations have been shown to develop linguistic competence from exposure to speech without the need for human labels. In order to fully realize the potential of these approaches and…

Recent Audio Multimodal Large Language Models (Audio MLLMs) demonstrate impressive performance on speech benchmarks, yet it remains unclear whether these models genuinely process acoustic signals or rely on text-based semantic inference. To…

Artificial Intelligence · Computer Science 2026-03-23 Jiaqi Xiong , Yunjia Qi , Qi Cao , Yu Zheng , Yutong Zhang , Ziteng Wang , Ruofan Liao , Weisheng Xu , Sichen Liu

Audio recordings of collaborative learning environments contain a constant presence of cross-talk and background noise. Dynamic speech recognition between Spanish and English is required in these environments. To eliminate the standard…

Audio and Speech Processing · Electrical Eng. & Systems 2022-02-23 Mario Esparza

Recent studies in speech perception have been closely linked to fields of cognitive psychology, phonology, and phonetics in linguistics. During perceptual attunement, a critical and sensitive developmental trajectory has been examined in…

Computation and Language · Computer Science 2021-10-14 Anuj Saraswat , Mehar Bhatia , Yaman Kumar Singla , Changyou Chen , Rajiv Ratn Shah

The ability to classify spoken speech based on the style of speaking is an important problem. With the advent of BPO's in recent times, specifically those that cater to a population other than the local population, it has become necessary…

Computation and Language · Computer Science 2015-04-08 Sunil Kopparapu , Saurabh Bhatnagar , K. Sahana , Sathyanarayana , Akhilesh Srivastava , P. V. S. Rao

English proficiency assessments have become a necessary metric for filtering and selecting prospective candidates for both academia and industry. With the rise in demand for such assessments, it has become increasingly necessary to have the…

Computation and Language · Computer Science 2021-12-01 Pakhi Bamdev , Manraj Singh Grover , Yaman Kumar Singla , Payman Vafaee , Mika Hama , Rajiv Ratn Shah