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Having recognized gender bias as a major issue affecting current translation technologies, researchers have primarily attempted to mitigate it by working on the data front. However, whether algorithmic aspects concur to exacerbate unwanted…

Computation and Language · Computer Science 2021-05-31 Marco Gaido , Beatrice Savoldi , Luisa Bentivogli , Matteo Negri , Marco Turchi

Multilingual Neural Machine Translation architectures mainly differ in the amount of sharing modules and parameters among languages. In this paper, and from an algorithmic perspective, we explore if the chosen architecture, when trained…

Computation and Language · Computer Science 2020-12-25 Marta R. Costa-jussà , Carlos Escolano , Christine Basta , Javier Ferrando , Roser Batlle , Ksenia Kharitonova

Training large-scale image captioning (IC) models demands access to a rich and diverse set of training examples, gathered from the wild, often from noisy alt-text data. However, recent modeling approaches to IC often fall short in terms of…

Computation and Language · Computer Science 2022-11-01 Khyathi Raghavi Chandu , Piyush Sharma , Soravit Changpinyo , Ashish Thapliyal , Radu Soricut

Multilingual generative models obtain remarkable cross-lingual in-context learning capabilities through pre-training on large-scale corpora. However, they still exhibit a performance bias toward high-resource languages and learn isolated…

Computation and Language · Computer Science 2024-06-13 Chong Li , Shaonan Wang , Jiajun Zhang , Chengqing Zong

In machine translation, a common problem is that the translation of certain words even if translated can cause incomprehension of the target language audience due to different cultural backgrounds. A solution to solve this problem is to add…

Computation and Language · Computer Science 2023-09-25 Renhan Lou , Jan Niehues

Many natural languages assign grammatical gender also to inanimate nouns in the language. In such languages, words that relate to the gender-marked nouns are inflected to agree with the noun's gender. We show that this affects the word…

Computation and Language · Computer Science 2019-11-01 Hila Gonen , Yova Kementchedjhieva , Yoav Goldberg

Large language models are meticulously aligned to be both helpful and harmless. However, recent research points to a potential overkill which means models may refuse to answer benign queries. In this paper, we investigate the factors for…

Computation and Language · Computer Science 2024-02-01 Chenyu Shi , Xiao Wang , Qiming Ge , Songyang Gao , Xianjun Yang , Tao Gui , Qi Zhang , Xuanjing Huang , Xun Zhao , Dahua Lin

Language models generate responses by producing a series of tokens in immediate succession: the $(K+1)^{th}$ token is an outcome of manipulating $K$ hidden vectors per layer, one vector per preceding token. What if instead we were to let…

Computation and Language · Computer Science 2024-04-23 Sachin Goyal , Ziwei Ji , Ankit Singh Rawat , Aditya Krishna Menon , Sanjiv Kumar , Vaishnavh Nagarajan

Many social science questions ask how linguistic properties causally affect an audience's attitudes and behaviors. Because text properties are often interlinked (e.g., angry reviews use profane language), we must control for possible latent…

Speech requires programming the sequence of vocal gestures that produce the sounds of words. Here we explored the timing of this program by asking our participants to pronounce, as quickly as possible, a sequence of…

Neurons and Cognition · Quantitative Biology 2018-05-23 Alan Taitz , Diego E Shalom , Marcos A Trevisan

This paper studies the effects of word-level linguistic annotations in under-resourced neural machine translation, for which there is incomplete evidence in the literature. The study covers eight language pairs, different training corpus…

Computation and Language · Computer Science 2024-01-31 Víctor M. Sánchez-Cartagena , Juan Antonio Pérez-Ortiz , Felipe Sánchez-Martínez

How does word frequency in pre-training data affect the behavior of similarity metrics in contextualized BERT embeddings? Are there systematic ways in which some word relationships are exaggerated or understated? In this work, we explore…

Computation and Language · Computer Science 2021-04-20 Kaitlyn Zhou , Kawin Ethayarajh , Dan Jurafsky

Dialects represent a significant component of human culture and are found across all regions of the world. In Germany, more than 40% of the population speaks a regional dialect (Adler and Hansen, 2022). However, despite cultural importance,…

Computation and Language · Computer Science 2025-09-18 Minh Duc Bui , Carolin Holtermann , Valentin Hofmann , Anne Lauscher , Katharina von der Wense

While there exist scores of natural languages, each with its unique features and idiosyncrasies, they all share a unifying theme: enabling human communication. We may thus reasonably predict that human cognition shapes how these languages…

Computation and Language · Computer Science 2021-10-01 Tiago Pimentel , Clara Meister , Elizabeth Salesky , Simone Teufel , Damián Blasi , Ryan Cotterell

Hungarian is often referred to as a discourse-configurational language, since the structural position of constituents is determined by their logical function (topic or comment) rather than their grammatical function (e.g., subject or…

Computation and Language · Computer Science 2020-06-18 Dorottya Demszky , László Kálmán , Dan Jurafsky , Beth Levin

Languages vary considerably in syntactic structure. About 40% of the world's languages have subject-verb-object order, and about 40% have subject-object-verb order. Extensive work has sought to explain this word order variation across…

Computation and Language · Computer Science 2022-06-10 Michael Hahn , Yang Xu

Warning: This paper contains explicit statements of offensive stereotypes which might be upsetting. Language models are prone to exhibiting biases, further amplifying unfair and harmful stereotypes. Given the fast-growing popularity and…

Computation and Language · Computer Science 2025-07-23 Elza Strazda , Gerasimos Spanakis

Large Language Models (LLMs) exhibit position bias systematically underweighting information based on its location in the context but how this bias varies across languages and models remains unclear. We conduct a multilingual study across…

Unsupervised models of representations based on Contrastive Predictive Coding (CPC)[1] are primarily used in spoken language modelling in that they encode phonetic information. In this study, we ask what other types of information are…

Audio and Speech Processing · Electrical Eng. & Systems 2023-06-02 Maureen de Seyssel , Marvin Lavechin , Yossi Adi , Emmanuel Dupoux , Guillaume Wisniewski

Why do children learn some words before others? Understanding individual variability across children and also variability across words, may be informative of the learning processes that underlie language learning. We investigated item-based…

Computation and Language · Computer Science 2021-11-23 Andrew Z. Flores , Jessica Montag , Jon Willits