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We propose a variation to the commonly used Word Error Rate (WER) metric for speech recognition evaluation which incorporates the alignment of phonemes, in the absence of time boundary information. After computing the Levenshtein alignment…

Computation and Language · Computer Science 2019-04-26 Nicholas Ruiz , Marcello Federico

An ongoing challenge in current natural language processing is how its major advancements tend to disproportionately favor resource-rich languages, leaving a significant number of under-resourced languages behind. Due to the lack of…

Computation and Language · Computer Science 2023-02-13 Ruoyu Xie , Antonios Anastasopoulos

Lyric-to-melody generation is a highly challenging task in the field of AI music generation. Due to the difficulty of learning strict yet weak correlations between lyrics and melodies, previous methods have suffered from weak…

Audio and Speech Processing · Electrical Eng. & Systems 2025-01-16 Li Chai , Donglin Wang

There is an increasing interest in obtaining accurate word-level timestamps from strong automatic speech recognizers, in particular Whisper. Existing approaches either require additional training or are simply not competitive. The…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-15 Sung-Lin Yeh , Yen Meng , Hao Tang

This study addresses the task of performing robust and reliable time-delay estimation in signals in noisy and reverberating environments. In contrast to the popular signal processing based methods, this paper proposes to transform the input…

Audio and Speech Processing · Electrical Eng. & Systems 2025-09-03 Akshay Raina , Vipul Arora

Current automatic lyrics transcription (ALT) benchmarks focus exclusively on word content and ignore the finer nuances of written lyrics including formatting and punctuation, which leads to a potential misalignment with the creative…

Audio and Speech Processing · Electrical Eng. & Systems 2023-11-27 Ondřej Cífka , Constantinos Dimitriou , Cheng-i Wang , Hendrik Schreiber , Luke Miner , Fabian-Robert Stöter

Although lyrics generation has achieved significant progress in recent years, it has limited practical applications because the generated lyrics cannot be performed without composing compatible melodies. In this work, we bridge this…

Computation and Language · Computer Science 2023-05-29 Yusen Sun , Liangyou Li , Qun Liu , Dit-Yan Yeung

The rendering of Sanskrit poetry from text to speech is a problem that has not been solved before. One reason may be the complications in the language itself. We present unique algorithms based on extensive empirical analysis, to synthesize…

Computation and Language · Computer Science 2014-09-16 Rama N. , Meenakshi Lakshmanan

Real world deployments of word alignment are almost certain to cover both high and low resource languages. However, the state-of-the-art for this task recommends a different model class depending on the availability of gold alignment…

Computation and Language · Computer Science 2024-07-19 Gaetan Lopez Latouche , Marc-André Carbonneau , Ben Swanson

Audiovisual synchronisation is the task of determining the time offset between speech audio and a video recording of the articulators. In child speech therapy, audio and ultrasound videos of the tongue are captured using instruments which…

Computation and Language · Computer Science 2019-11-28 Aciel Eshky , Manuel Sam Ribeiro , Korin Richmond , Steve Renals

Text-to-speech (TTS) synthesis is the process of producing synthesized speech from text or phoneme input. Traditional TTS models contain multiple processing steps and require external aligners, which provide attention alignments of…

Audio and Speech Processing · Electrical Eng. & Systems 2021-06-08 Hyunseung Chung , Sang-Hoon Lee , Seong-Whan Lee

Large Language Models (LLMs) like the GPT and LLaMA families have demonstrated exceptional capabilities in capturing and condensing critical contextual information and achieving state-of-the-art performance in the summarization task.…

Computation and Language · Computer Science 2023-11-06 Prakamya Mishra , Zonghai Yao , Shuwei Chen , Beining Wang , Rohan Mittal , Hong Yu

Numerous previous studies have sought to determine to what extent language models, pretrained on natural language text, can serve as useful models of human cognition. In this paper, we are interested in the opposite question: whether we can…

Computation and Language · Computer Science 2024-10-18 Samuel Kiegeland , Ethan Gotlieb Wilcox , Afra Amini , David Robert Reich , Ryan Cotterell

Word alignment, which aims to align translationally equivalent words between source and target sentences, plays an important role in many natural language processing tasks. Current unsupervised neural alignment methods focus on inducing…

Computation and Language · Computer Science 2021-05-18 Chi Chen , Maosong Sun , Yang Liu

Creating a pop song melody according to pre-written lyrics is a typical practice for composers. A computational model of how lyrics are set as melodies is important for automatic composition systems, but an end-to-end lyric-to-melody model…

Audio and Speech Processing · Electrical Eng. & Systems 2023-01-05 Daiyu Zhang , Ju-Chiang Wang , Katerina Kosta , Jordan B. L. Smith , Shicen Zhou

A command-following robot that serves people in everyday life must continually improve itself in deployment domains with minimal help from its end users, instead of engineers. Previous methods are either difficult to continuously improve…

Speech synthesis for poetry is challenging due to specific intonation patterns inherent to poetic speech. In this work, we propose an approach to synthesise poems with almost human like naturalness in order to enable literary scholars to…

Audio and Speech Processing · Electrical Eng. & Systems 2022-10-20 Julia Koch , Florian Lux , Nadja Schauffler , Toni Bernhart , Felix Dieterle , Jonas Kuhn , Sandra Richter , Gabriel Viehhauser , Ngoc Thang Vu

We present a supervised neural network model for polyphonic piano music transcription. The architecture of the proposed model is analogous to speech recognition systems and comprises an acoustic model and a music language model. The…

Machine Learning · Statistics 2016-02-12 Siddharth Sigtia , Emmanouil Benetos , Simon Dixon

We present a novel task and dataset for evaluating the ability of vision and language models to conduct visio-linguistic compositional reasoning, which we call Winoground. Given two images and two captions, the goal is to match them…

Computer Vision and Pattern Recognition · Computer Science 2022-04-26 Tristan Thrush , Ryan Jiang , Max Bartolo , Amanpreet Singh , Adina Williams , Douwe Kiela , Candace Ross

Many text generation applications require the generated text to be factually consistent with input information. Automatic evaluation of factual consistency is challenging. Previous work has developed various metrics that often depend on…

Computation and Language · Computer Science 2023-05-29 Yuheng Zha , Yichi Yang , Ruichen Li , Zhiting Hu