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State-of-the-art natural language processing (NLP) models are trained on massive training corpora, and report a superlative performance on evaluation datasets. This survey delves into an important attribute of these datasets: the dialect of…

Computation and Language · Computer Science 2024-12-10 Aditya Joshi , Raj Dabre , Diptesh Kanojia , Zhuang Li , Haolan Zhan , Gholamreza Haffari , Doris Dippold

Current Large Language Models (LLMs) are predominantly designed with English as the primary language, and even the few that are multilingual tend to exhibit strong English-centric biases. Much like speakers who might produce awkward…

Computation and Language · Computer Science 2025-07-29 Yanzhu Guo , Simone Conia , Zelin Zhou , Min Li , Saloni Potdar , Henry Xiao

In this study, I explored the impact of Generative AI on learning efficacy in academic reading materials using experimental methods. College-educated participants engaged in three cycles of reading and writing tasks. After each cycle, they…

Computers and Society · Computer Science 2023-11-13 Qirui Ju

In this work, we present an extensive study of statistical machine translation involving languages of the Indian subcontinent. These languages are related by genetic and contact relationships. We describe the similarities between Indic…

Computation and Language · Computer Science 2020-03-20 Anoop Kunchukuttan , Pushpak Bhattacharyya

What makes an interaction with the LLM more preferable for the user? While it is intuitive to assume that information accuracy in the LLM's responses would be one of the influential variables, recent studies have found that inaccurate LLM's…

Computation and Language · Computer Science 2025-04-25 Rendi Chevi , Kentaro Inui , Thamar Solorio , Alham Fikri Aji

Consider the process of collective decision-making, in which a group of individuals interactively select a preferred outcome from among a universe of alternatives. In this context, "representation" is the activity of making an individual's…

Understanding the vulnerability of linguistic features extracted from noisy text is important for both developing better health text classification models and for interpreting vulnerabilities of natural language models. In this paper, we…

Computation and Language · Computer Science 2019-10-02 Jekaterina Novikova , Aparna Balagopalan , Ksenia Shkaruta , Frank Rudzicz

In this paper, we aim to reveal the impact of lexical-semantic resources, used in particular for word sense disambiguation and sense-level semantic categorization, on automatic personality classification task. While stylistic features…

Computation and Language · Computer Science 2017-11-28 Xuan-Son Vu , Lucie Flekova , Lili Jiang , Iryna Gurevych

NLP research on aligning lexical representation spaces to one another has so far focused on aligning language spaces in their entirety. However, cognitive science has long focused on a local perspective, investigating whether translation…

Computation and Language · Computer Science 2024-10-11 Taelin Karidi , Eitan Grossman , Omri Abend

Meaning is the foundation stone of intercultural communication. Languages are continuously changing, and words shift their meanings for various reasons. Semantic divergence in related languages is a key concern of historical linguistics. In…

Computation and Language · Computer Science 2020-12-03 Ana-Sabina Uban , Alina-Maria Ciobanu , Liviu P. Dinu

Sequence-processing neural networks led to remarkable progress on many NLP tasks. As a consequence, there has been increasing interest in understanding to what extent they process language as humans do. We aim here to uncover which biases…

Computation and Language · Computer Science 2019-06-17 Rahma Chaabouni , Eugene Kharitonov , Alessandro Lazaric , Emmanuel Dupoux , Marco Baroni

Speech is a fundamental means of communication that can be seen to provide two channels for transmitting information: the lexical channel of which words are said, and the non-lexical channel of how they are spoken. Both channels shape…

Computation and Language · Computer Science 2026-02-02 Sarenne Wallbridge , Peter Bell , Catherine Lai

Many recent works have discussed the propensity, or lack thereof, for emergent languages to exhibit properties of natural languages. A favorite in the literature is learning compositionality. We note that most of those works have focused on…

Computation and Language · Computer Science 2020-04-16 Cinjon Resnick , Abhinav Gupta , Jakob Foerster , Andrew M. Dai , Kyunghyun Cho

Much work in cross-lingual transfer learning explored how to select better transfer languages for multilingual tasks, primarily focusing on typological and genealogical similarities between languages. We hypothesize that these measures of…

Computation and Language · Computer Science 2021-04-09 Jimin Sun , Hwijeen Ahn , Chan Young Park , Yulia Tsvetkov , David R. Mortensen

This paper will focus on the semantic representation of verbs in computer systems and its impact on lexical selection problems in machine translation (MT). Two groups of English and Chinese verbs are examined to show that lexical selection…

cmp-lg · Computer Science 2008-02-03 Zhibiao Wu , Martha Palmer

Structural probing work has found evidence for latent syntactic information in pre-trained language models. However, much of this analysis has focused on monolingual models, and analyses of multilingual models have employed correlational…

Computation and Language · Computer Science 2022-10-27 Aaron Mueller , Yu Xia , Tal Linzen

Turkic languages exhibit extensive and diverse etymological relationships among lexical items. These relationships make the Turkic languages promising for exploring automated translation lexicon induction by leveraging cognate and other…

Computation and Language · Computer Science 2015-01-15 Benjamin S. Mericli , Michael Bloodgood

With the success of neural language models (LMs), their language acquisition has gained much attention. This work sheds light on the second language (L2) acquisition of LMs, while previous work has typically explored their first language…

Computation and Language · Computer Science 2023-06-06 Miyu Oba , Tatsuki Kuribayashi , Hiroki Ouchi , Taro Watanabe

Language Models (LMs) have emerged as powerful sources of evidence for linguists seeking to develop theories of syntax. In this paper, we argue that causal interpretability methods, applied to LMs, can greatly enhance the value of such…

Computation and Language · Computer Science 2025-10-01 Sasha Boguraev , Christopher Potts , Kyle Mahowald

Despite impressive success, language models often generate outputs with flawed linguistic structure. We analyze the effect of directly infusing various kinds of syntactic and semantic information into large language models. To demonstrate…

Computation and Language · Computer Science 2024-12-10 Anton Bulle Labate , Fabio Gagliardi Cozman
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