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Usernames are ubiquitous on the Internet, and they are often suggestive of user demographics. This work looks at the degree to which gender and language can be inferred from a username alone by making use of unsupervised morphology…

Computation and Language · Computer Science 2015-08-18 Aaron Jaech , Mari Ostendorf

This work presents a set of experiments conducted to predict the gender of Twitter users based on language-independent features extracted from the text of the users' tweets. The experiments were performed on a version of TwiSty dataset…

Computation and Language · Computer Science 2024-12-02 Reyhaneh Hashempour , Barbara Plank , Aline Villavicencio , Renato Cordeiro de Amorim

Previous work has examined how debiasing language models affect downstream tasks, specifically, how debiasing techniques influence task performance and whether debiased models also make impartial predictions in downstream tasks or not.…

Computation and Language · Computer Science 2022-06-03 Sullam Jeoung , Jana Diesner

Categorization is a fundamental function of minds, with wide ranging implications for the rest of the cognitive system. In humans, categories are shared and communicated between minds, thus requiring explanations at the population level. In…

Physics and Society · Physics 2018-10-02 Pablo Andres Contreras Kallens , Rick Dale , Paul E. Smaldino

Word embeddings typically represent different meanings of a word in a single conflated vector. Empirical analysis of embeddings of ambiguous words is currently limited by the small size of manually annotated resources and by the fact that…

Computation and Language · Computer Science 2019-06-11 Yadollah Yaghoobzadeh , Katharina Kann , Timothy J. Hazen , Eneko Agirre , Hinrich Schütze

The role of world knowledge has been particularly crucial to predict the discourse connective that marks the discourse relation between two arguments, with language models (LMs) being generally successful at this task. We flip this premise…

Computation and Language · Computer Science 2026-02-03 Daniel Brubaker , William Sheffield , Junyi Jessy Li , Kanishka Misra

In this paper, we pose the question: do people talk about women and men in different ways? We introduce two datasets and a novel integration of approaches for automatically inferring gender associations from language, discovering coherent…

Computation and Language · Computer Science 2019-09-04 Serina Chang , Kathleen McKeown

While idiosyncrasies of the Chinese classifier system have been a richly studied topic among linguists (Adams and Conklin, 1973; Erbaugh, 1986; Lakoff, 1986), not much work has been done to quantify them with statistical methods. In this…

Computation and Language · Computer Science 2020-05-26 Shijia Liu , Hongyuan Mei , Adina Williams , Ryan Cotterell

Extensive research has recently shown that recurrent neural language models are able to process a wide range of grammatical phenomena. How these models are able to perform these remarkable feats so well, however, is still an open question.…

Computation and Language · Computer Science 2019-09-20 Jaap Jumelet , Willem Zuidema , Dieuwke Hupkes

How do neural language models keep track of number agreement between subject and verb? We show that `diagnostic classifiers', trained to predict number from the internal states of a language model, provide a detailed understanding of how,…

Computation and Language · Computer Science 2021-11-19 Mario Giulianelli , Jacqueline Harding , Florian Mohnert , Dieuwke Hupkes , Willem Zuidema

With the increasing interest in using large language models (LLMs) for planning in natural language, understanding their behaviors becomes an important research question. This work conducts a systematic investigation of LLMs' ability to…

Computation and Language · Computer Science 2025-02-18 Yixuan Wang , Freda Shi

Language Models (LMs) may acquire harmful knowledge, and yet feign ignorance of these topics when under audit. Inspired by the recent discovery of deception-related behaviour patterns in LMs, we aim to train classifiers that detect when a…

Computation and Language · Computer Science 2026-03-24 Dhananjay Ashok , Ruth-Ann Armstrong , Jonathan May

The named concepts and compositional operators present in natural language provide a rich source of information about the kinds of abstractions humans use to navigate the world. Can this linguistic background knowledge improve the…

Computation and Language · Computer Science 2017-11-03 Jacob Andreas , Dan Klein , Sergey Levine

The world of pronouns is changing. From a closed class of words with few members to a much more open set of terms to reflect identities. However, Natural Language Processing (NLP) is barely reflecting this linguistic shift, even though…

Computation and Language · Computer Science 2022-02-25 Anne Lauscher , Archie Crowley , Dirk Hovy

We consider a language together with the subword relation, the cover relation, and regular predicates. For such structures, we consider the extension of first-order logic by threshold- and modulo-counting quantifiers. Depending on the…

Formal Languages and Automata Theory · Computer Science 2019-01-09 Dietrich Kuske , Georg Zetzsche

The compositionality of meaning extends beyond the single sentence. Just as words combine to form the meaning of sentences, so do sentences combine to form the meaning of paragraphs, dialogues and general discourse. We introduce both a…

Computation and Language · Computer Science 2013-06-18 Nal Kalchbrenner , Phil Blunsom

Language models are often trained on text alone, without additional grounding. There is debate as to how much of natural language semantics can be inferred from such a procedure. We prove that entailment judgments between sentences can be…

Computation and Language · Computer Science 2024-01-10 William Merrill , Alex Warstadt , Tal Linzen

Large language models (LLMs) demonstrate remarkable potential across diverse language related tasks, yet whether they capture deeper linguistic properties, such as syntactic structure, phonetic cues, and metrical patterns from raw text…

Computation and Language · Computer Science 2025-12-05 Weiye Shi , Zhaowei Zhang , Shaoheng Yan , Yaodong Yang

This paper examines demonstrative pronouns used as deictics to refer to the interpretation of one or more clauses. Although this usage is frowned upon in style manuals (for example Strunk and White (1959) state that ``This. The pronoun…

cmp-lg · Computer Science 2008-02-03 Bonnie L. Webber

We analyze the frequency-rank relationship in sub-vocabularies corresponding to three different grammatical classes (nouns, verbs, and others) in a collection of literary works in English, whose words have been automatically tagged…

Computation and Language · Computer Science 2021-06-11 A. Chacoma , D. H. Zanette
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