Search Results - "Salesky, Elizabeth"
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1
Towards Fluent Translations From Disfluent Speech
Published in 2018 IEEE Spoken Language Technology Workshop (SLT) (01-12-2018)“…When translating from speech, special consideration for conversational speech phenomena such as disfluencies is necessary. Most machine translation training…”
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Conference Proceeding -
2
Optimizing segmentation granularity for neural machine translation
Published in Machine translation (01-04-2020)“…In neural machine translation (NMT), it has become standard to translate using subword units to allow for an open vocabulary and improve accuracy on infrequent…”
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Journal Article -
3
A Holistic Cascade System, Benchmark, and Human Evaluation Protocol for Expressive Speech-to-Speech Translation
Published in ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP) (04-06-2023)“…Expressive speech-to-speech translation (S2ST) aims to transfer prosodic attributes of source speech to target speech while maintaining translation accuracy…”
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Conference Proceeding -
4
Assessing Evaluation Metrics for Speech-to-Speech Translation
Published in 2021 IEEE Automatic Speech Recognition and Understanding Workshop (ASRU) (13-12-2021)“…Speech-to-speech translation combines machine translation with speech synthesis, introducing evaluation challenges not present in either task alone. How to…”
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Conference Proceeding -
5
Text Rendering Strategies for Pixel Language Models
Published 01-11-2023“…Pixel-based language models process text rendered as images, which allows them to handle any script, making them a promising approach to open vocabulary…”
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Journal Article -
6
Phone Features Improve Speech Translation
Published 27-05-2020“…End-to-end models for speech translation (ST) more tightly couple speech recognition (ASR) and machine translation (MT) than a traditional cascade of separate…”
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Journal Article -
7
Assessing Evaluation Metrics for Speech-to-Speech Translation
Published 26-10-2021“…Speech-to-speech translation combines machine translation with speech synthesis, introducing evaluation challenges not present in either task alone. How to…”
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Journal Article -
8
Multilingual Pixel Representations for Translation and Effective Cross-lingual Transfer
Published 23-05-2023“…We introduce and demonstrate how to effectively train multilingual machine translation models with pixel representations. We experiment with two different data…”
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Journal Article -
9
Robust Open-Vocabulary Translation from Visual Text Representations
Published 16-04-2021“…Machine translation models have discrete vocabularies and commonly use subword segmentation techniques to achieve an 'open vocabulary.' This approach relies on…”
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Journal Article -
10
Generalized Entropy Regularization or: There's Nothing Special about Label Smoothing
Published 02-05-2020“…Prior work has explored directly regularizing the output distributions of probabilistic models to alleviate peaky (i.e. over-confident) predictions, a common…”
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Journal Article -
11
Exploring Phoneme-Level Speech Representations for End-to-End Speech Translation
Published 04-06-2019“…Previous work on end-to-end translation from speech has primarily used frame-level features as speech representations, which creates longer, sparser sequences…”
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Journal Article -
12
Fluent Translations from Disfluent Speech in End-to-End Speech Translation
Published 02-06-2019“…Spoken language translation applications for speech suffer due to conversational speech phenomena, particularly the presence of disfluencies. With the rise of…”
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Journal Article -
13
Evaluating the IWSLT2023 Speech Translation Tasks: Human Annotations, Automatic Metrics, and Segmentation
Published 06-06-2024“…Proceedings of the 2024 Joint International Conference on Computational Linguistics, Language Resources and Evaluation (LREC-COLING 2024) Human evaluation is a…”
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Journal Article -
14
Language Modelling with Pixels
Published 14-07-2022“…Language models are defined over a finite set of inputs, which creates a vocabulary bottleneck when we attempt to scale the number of supported languages…”
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Journal Article -
15
A Holistic Cascade System, benchmark, and Human Evaluation Protocol for Expressive Speech-to-Speech Translation
Published 25-01-2023“…Expressive speech-to-speech translation (S2ST) aims to transfer prosodic attributes of source speech to target speech while maintaining translation accuracy…”
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Journal Article -
16
A surprisal--duration trade-off across and within the world's languages
Published 30-09-2021“…While there exist scores of natural languages, each with its unique features and idiosyncrasies, they all share a unifying theme: enabling human communication…”
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Journal Article -
17
Towards Fluent Translations from Disfluent Speech
Published 07-11-2018“…When translating from speech, special consideration for conversational speech phenomena such as disfluencies is necessary. Most machine translation training…”
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Journal Article -
18
SIGTYP 2021 Shared Task: Robust Spoken Language Identification
Published 07-06-2021“…While language identification is a fundamental speech and language processing task, for many languages and language families it remains a challenging task. For…”
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Journal Article -
19
Optimizing Segmentation Granularity for Neural Machine Translation
Published 19-10-2018“…In neural machine translation (NMT), it is has become standard to translate using subword units to allow for an open vocabulary and improve accuracy on…”
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Journal Article -
20
A Corpus for Large-Scale Phonetic Typology
Published 28-05-2020“…A major hurdle in data-driven research on typology is having sufficient data in many languages to draw meaningful conclusions. We present VoxClamantis v1.0,…”
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Journal Article