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There exist both scalable tasks, like reading comprehension and fact-checking, where model performance improves with model size, and unscalable tasks, like arithmetic reasoning and symbolic reasoning, where model performance does not…

Computation and Language · Computer Science 2024-01-30 Masahiro Kaneko , Danushka Bollegala , Naoaki Okazaki , Timothy Baldwin

Machine translation systems with inadequate document understanding can make errors when translating dropped or neutral pronouns into languages with gendered pronouns (e.g., English). Predicting the underlying gender of these pronouns is…

Computation and Language · Computer Science 2020-06-17 Kellie Webster , Emily Pitler

Are the predictions of humans and language models affected by similar things? Research suggests that while comprehending language, humans make predictions about upcoming words, with more predictable words being processed more easily.…

Computation and Language · Computer Science 2022-11-11 James A. Michaelov , Benjamin K. Bergen

Model interpretability methods are often used to explain NLP model decisions on tasks such as text classification, where the output space is relatively small. However, when applied to language generation, where the output space often…

Computation and Language · Computer Science 2022-05-24 Kayo Yin , Graham Neubig

Automatic image description systems are commonly trained and evaluated on large image description datasets. Recently, researchers have started to collect such datasets for languages other than English. An unexplored question is how…

Computation and Language · Computer Science 2017-08-15 Emiel van Miltenburg , Desmond Elliott , Piek Vossen

Third-person singular pronouns have long been used to study stereotypical biases in language models and to test their abilities to reason about reference. More recently, the interplay between reasoning and bias has been investigated with…

Computation and Language · Computer Science 2026-05-29 Fabian Mewes , Anne Lauscher , Vagrant Gautam

Humans exhibit garden path effects: When reading sentences that are temporarily structurally ambiguous, they slow down when the structure is disambiguated in favor of the less preferred alternative. Surprisal theory (Hale, 2001; Levy,…

Computation and Language · Computer Science 2023-08-03 Suhas Arehalli , Brian Dillon , Tal Linzen

Recent studies have shown that word embeddings exhibit gender bias inherited from the training corpora. However, most studies to date have focused on quantifying and mitigating such bias only in English. These analyses cannot be directly…

Computation and Language · Computer Science 2019-09-11 Pei Zhou , Weijia Shi , Jieyu Zhao , Kuan-Hao Huang , Muhao Chen , Ryan Cotterell , Kai-Wei Chang

Pronouns are important determinants of a text's meaning but difficult to translate. This is because pronoun choice can depend on entities described in previous sentences, and in some languages pronouns may be dropped when the referent is…

Computation and Language · Computer Science 2021-04-02 Reid Pryzant

The correct use of Dutch pronouns 'die' and 'dat' is a stumbling block for both native and non-native speakers of Dutch due to the multiplicity of syntactic functions and the dependency on the antecedent's gender and number. Drawing on…

Computation and Language · Computer Science 2022-03-21 Liesbeth Allein , Artuur Leeuwenberg , Marie-Francine Moens

A fundamental concern in linguistics has been to understand how languages change, such as in relation to word order. Since the order of words in a sentence (i.e. the relative placement of Subject, Object, and Verb) is readily identifiable…

Computation and Language · Computer Science 2026-03-12 Hiram Ring

Studies of word production often make use of picture naming tasks, including the picture word interference task. In this task, participants name pictures with superimposed distractor words. They typically need more time to name pictures…

Neurons and Cognition · Quantitative Biology 2021-08-16 Pamela Fuhrmeister , Audrey Bueurki

Subject-verb agreement in the presence of an attractor noun located between the main noun and the verb elicits complex behavior: judgments of grammaticality are modulated by the grammatical features of the attractor. For example, in the…

Computation and Language · Computer Science 2023-11-29 Christos-Nikolaos Zacharopoulos , Théo Desbordes , Mathias Sablé-Meyer

Speech Large Language Models (SpeechLLMs) process spoken input directly, retaining cues such as accent and perceived gender that were previously removed in cascaded pipelines. This introduces speaker identity dependent variation in…

Audio and Speech Processing · Electrical Eng. & Systems 2026-03-19 Shree Harsha Bokkahalli Satish , Christoph Minixhofer , Maria Teleki , James Caverlee , Ondřej Klejch , Peter Bell , Gustav Eje Henter , Éva Székely

We adopt an evolutionary view on language change in which cognitive factors (in addition to social ones) affect the fitness of words and their success in the linguistic ecosystem. Specifically, we propose a variety of psycholinguistic…

Computation and Language · Computer Science 2021-10-13 David Francis , Ella Rabinovich , Farhan Samir , David Mortensen , Suzanne Stevenson

The rapid deployment of generative language models (LMs) has raised concerns about social biases affecting the well-being of diverse consumers. The extant literature on generative LMs has primarily examined bias via explicit identity…

Computation and Language · Computer Science 2026-05-04 Evan Shieh , Faye-Marie Vassel , Cassidy Sugimoto , Thema Monroe-White

Small and mid-sized generative language models have gained increasing attention. Their size and availability make them amenable to being analyzed at a behavioral as well as a representational level, allowing investigations of how these…

Machine Learning · Computer Science 2025-04-11 Lorenz Linhardt , Tom Neuhäuser , Lenka Tětková , Oliver Eberle

Conversational participants tend to immediately and unconsciously adapt to each other's language styles: a speaker will even adjust the number of articles and other function words in their next utterance in response to the number in their…

Computation and Language · Computer Science 2011-06-17 Cristian Danescu-Niculescu-Mizil , Lillian Lee

The recent increase in data and model scale for language model pre-training has led to huge training costs. In scenarios where new data become available over time, updating a model instead of fully retraining it would therefore provide…

Computation and Language · Computer Science 2024-06-28 Evangelia Gogoulou , Timothée Lesort , Magnus Boman , Joakim Nivre

Research on bias in Text-to-Image (T2I) models has primarily focused on demographic representation and stereotypical attributes, overlooking a fundamental question: how does grammatical gender influence visual representation across…

Computation and Language · Computer Science 2026-02-03 Muhammed Saeed , Shaina Raza , Ashmal Vayani , Muhammad Abdul-Mageed , Ali Emami , Shady Shehata