Digital Commons Network^™

Towards Interpretable Machine Reading Comprehension With Mixed Effects Regression And Exploratory Prompt Analysis, Luca Del Signore

Dissertations, Theses, and Capstone Projects

We investigate the properties of natural language prompts that determine their difficulty in machine reading comprehension tasks. While much work has been done benchmarking language model performance at the task level, there is considerably less literature focused on how individual task items can contribute to interpretable evaluations of natural language understanding. Such work is essential to deepening our understanding of language models and ensuring their responsible use as a key tool in human machine communication. We perform an in depth mixed effects analysis on the behavior of three major generative language models, comparing their performance on a large reading comprehension …

"How" As A Signal Of An Invariant Meaning, Andrew S. Mccormick

Dissertations, Theses, and Capstone Projects

This dissertation aims to explain why speakers and writers use how in the communicative contexts in which they do, and its central claim is that how is a signal of one invariant meaning. The form’s diverse communicative contributions can be explained by hypothesizing a single meaning that contributes to different message effects, or contextual interpretations, on different occasions of its use.

The present analysis rests on the crucial distinction in Columbia School (CS) linguistics, the theoretical framework guiding this project, between meaning and message. A meaning is a signal’s invariant semantic contribution, while messages are the context-unique interpretations that …

Representaciones Ideológicas Del Lenguaje Entre La Población Mexicana En Nueva York, Maria Del Rocio Carranza Brito

Dissertations, Theses, and Capstone Projects

The purpose of this dissertation is to explore the linguistic ideologies that Mexican migrants bring when migrating and reproduce in their daily interactions with other Spanish and English speakers, as well as the representations of the language presented in their linguistic behaviors. This work presents an intersectional analysis where the factors of gender, migratory status, education, and work are determining factors in the adoption, maintenance, and reproduction of language ideologies, which affect the linguistic decisions of the speakers in their use of Spanish, learning of English and the support of bilingualism. Based on the stereotypical idea of Spanish as the …

Applying Linguistics To The Adult Esol Classroom: A Guide For Esol Teachers In Community Centers, Lenore Costello

Dissertations, Theses, and Capstone Projects

Many community centers in urban areas of the United States offer English as a Second or Other Language (ESOL) classes to adults. This thesis is intended as a resource for teachers of those classes, so that they may make pedagogical decisions that are informed by Second Language Acquisition (SLA) research findings on how languages are learned. The thesis is designed for teachers with and without formal background in ESOL or linguistics. Each chapter introduces an SLA concept that pertains to instructed SLA: (1) the natural order hypothesis, (2) mental representation and interlanguage, (3) the role of input in acquisition, (4) …

English Learners In Nyc, Raquel Neris

Dissertations, Theses, and Capstone Projects

English Learners in NYC is a Digital Humanities project that intersects Migration Studies and Foreign Language Learning Studies by presenting a podcast series about the learning experience of international students in English as a Second Language (ESL) programs at English schools in New York City. The project aims to provide visibility to the educational migration in this specific context and to promote a discussion on how international students and educators can reimagine their teaching and learning experience. It also aims to reveal ESL schools' challenges during the COVID-19 pandemic and how they incorporated digital technologies during and after this event. …

The Impact Of Semantics And Syntax On Lexical Retrieval In Individuals With Aphasia, Marta M. Korytkowska

Dissertations, Theses, and Capstone Projects

Nearly all people with aphasia (PWA) report difficulty with lexical retrieval (i.e., anomia). While there are several tasks used to measure lexical retrieval, each poses different degrees and types of challenges. For example, some studies have found that PWA performance varies depending on the type of lexical retrieval task. The tasks that have been used include lexical retrieval in isolation tasks (such as picture-naming), lexical retrieval in sentence level tasks (such as narration tasks), and lexical retrieval in sentence-completion tasks. Some studies have found no differences between the accuracy of lexical retrieval in isolation and at the sentence level (e.g., …

Association Strength Between Concepts As The Origin Of The "Foreign Language Effect", Emilia Ezrina

Dissertations, Theses, and Capstone Projects

Bilinguals sometimes make decisions in verbal tasks differently in their first (L1) and second (L2) language. This phenomenon is known as the foreign language effect (FLE), and it suggests strong connections between language and cognition. On the one hand, it is possible that L2 “blunts” emotional language. However, the FLE can be observed in non-emotional tasks. Therefore, it is possible that L2 requires more deliberate processing due to increased cognitive load, leading to more rational decisions. The support for each explanation is mixed.

In this thesis we propose looking for a single explanation for all instances of the FLE. After …

Topics For He But Not For She: Quantifying And Classifying Gender Bias In The Media, Tyler J. Lanni

Dissertations, Theses, and Capstone Projects

In this study, we used computational techniques to analyze the language used in news articles to describe female and male politicians. Our corpus included 370 subtexts for male candidates and 374 subtexts for female candidates, gathered through the New York Times API. We conducted two experiments: an LDA topic analysis to explore the data, and a logistic regression to classify the subtexts as either male or female. Our analysis revealed some noteworthy findings that suggest the possibility of developing a gender bias classifier in the future. However, to create a more robust understanding of bias, additional research and data are …

Neural Network Vs. Rule-Based G2p: A Hybrid Approach To Stress Prediction And Related Vowel Reduction In Bulgarian, Maria Karamihaylova

Dissertations, Theses, and Capstone Projects

An effective grapheme-to-phoneme (G2P) conversion system is a critical element of speech synthesis. Rule-based systems were an early method for G2P conversion. In recent years, machine learning tools have been shown to outperform rule-based approaches in G2P tasks. We investigate neural network sequence-to-sequence modeling for the prediction of syllable stress and resulting vowel reductions in the Bulgarian language. We then develop a hybrid G2P approach which combines manually written grapheme-to-phoneme mapping rules with neural network-enabled syllable stress predictions by inserting stress markers in the predicted stress position of the transcription produced by the rule-based finite-state transducer. Finally, we apply vowel …

Evaluating Neural Networks As Cognitive Models For Learning Quasi-Regularities In Language, Xiaomeng Ma

Dissertations, Theses, and Capstone Projects

Many aspects of language can be categorized as quasi-regular: the relationship between the inputs and outputs is systematic but allows many exceptions. Common domains that contain quasi-regularity include morphological inflection and grapheme-phoneme mapping. How humans process quasi-regularity has been debated for decades. This thesis implemented modern neural network models, transformer models, on two tasks: English past tense inflection and Chinese character naming, to investigate how transformer models perform quasi-regularity tasks. This thesis focuses on investigating to what extent the models' performances can represent human behavior. The results show that the transformers' performance is very similar to human behavior in many …

The Effect Of Word Predictability On Proofreading Accuracy And Reading Time, Sam Prasad

Theses and Dissertations

Proofreading, or reading with the purpose of finding and correcting errors, has been used in psycholinguistic research to study the relationship between bottom-up and top-down cognitive processes. The current study examined the effects of word predictability on reading time using a word-by-word self-paced reading (SPR) task. A sample of 102 native English speakers read sentences containing letter transposition errors in predictable and unpredictable contexts. Half of the sentences were followed by a question asking if there was an error in the sentence they had just read. Participants’ accuracy in detecting the errors and the time they spent reading the error-bearing …

Tied Together, Eiko Nishida

Theses and Dissertations

The paper is about a site-specific installation that questions a viewer’s norms and perspectives, through the use of multilingual newspapers as a sculptural material.

Linguistic Predictors Of Engagement On Anti-Incel Forums, Daniel Beutler

Student Theses

This thesis examines the determinants of social media engagement with extremist views in general and misogynistic ones in particular. The study, which is a part of an ongoing, large-scale examination of online hate, examined posts from r/IncelTears, a sub-forum in the long-form social media Reddit dedicated to attacks on the Involuntary Celibate (‘Incel’) digital communities. Previous research on engagement – and by extension virality – of online posts has broadly implicated linguistic markers of affect, morality, extremism, and social identity. This exploratory study correlated metrics of online engagement such as the number of Upvotes and Comments that each post garnered …

Pronunciation Ambiguities In Japanese Kanji, Wen Zhang

Dissertations, Theses, and Capstone Projects

Japanese writing is a complex system, and a large part of the complexity resides in the use of kanji. A single kanji character in modern Japanese may have multiple pronunciations, either as native vocabulary or as words borrowed from Chinese. This causes a problem for text-to-speech synthesis (TTS) because the system has to predict which pronunciation of each kanji character is appropriate in the context. The problem is called homograph disambiguation. In Japanese TTS technology, the trick in any case is to know which is the right reading, which makes reading Japanese text a challenge. To solve the problem, …

Confusion Of Tongues: Translation And Transfers Of Attachment In A Post-Monolingual Condition, Hiji Nam

Dissertations, Theses, and Capstone Projects

“Confusion of Tongues” proposes an intersubjective, dialogic approach to translation, psycholinguistics, and patient and clinicians’ relationships to the “mother tongue” and secondary languages. By tuning in to linguistic and translational shifts, stutters, and gaps, the study presents a consideration of the challenges and rewards presented by what I call a “post-monolingual clinical condition.” An individual’s self-state in a specific language will be shadowed by the emotional history and associations one brings to that language, which will also ripple into the counter-transferential matrix—we might call this the “transference to language,” or attachment styles that manifest and repeat an individual’s forgotten libidinal …

What Is The ‘E’ In Esol? Three Papers On Linguistic Borders, Normativity, And Race In Adult English Education, Kelsey Swift

Dissertations, Theses, and Capstone Projects

In this three-paper dissertation project, I explore how ‘English’ becomes a recognizable object within the context of adult ESOL education. Building on scholarship on named languages (García, 2019; Makoni & Pennycook, 2006), the historical construction of languages (Bonfiglio, 2010; Irvine & Gal, 2000), and raciolinguistic ideologies (Flores & Rosa, 2015; Rosa & Flores, 2017), I analyze how language, both as an abstract concept and as a collection of linguistic features, is treated within adult ESOL, looking at specific contemporary classrooms, as well as historical texts. This work culminated in the three studies I present here – focused, in turn, on …

Analysis Of Electrophysiological Markers And Correlated Components Of Neural Responses To Discourse Coherence, Kurt M. Masiello

Dissertations, Theses, and Capstone Projects

Constructing meaning from spoken language is invaluable for learning, social interaction, and communication. In clinical populations with developmental disorders of speech comprehension, the severity of disruption can persist and vary from limiting occupational opportunities to lower performance outcomes. Previous research has reported an event-related potential (ERP) neural positivity over right hemisphere lateral anterior sites in response to semantic and discourse processing. Although useful as a marker for clinical populations of autism spectrum disorder (ASD) and developmental language disorder (DLD), little is understood about the dynamics and neural sources of this biological marker. In addition to traditional methods of ERP analysis, …

“Investment In Inertia”: Language Ideologies Of Instructors And Students Of Spanish As A Heritage Language, Michael E. Rolland

Dissertations, Theses, and Capstone Projects

When the Spanish-language skills of heritage Spanish learners are disparaged in an academic environment, these learners are at high risk of abandoning further study of Spanish and shifting entirely to English. This dissertation uses mixed qualitative and quantitative research methods, including thematic and discourse analysis, to investigate the language ideologies of instructors and students of Spanish as a heritage language (SHL) and the effects of those ideologies on students’ experiences in SHL college courses. It builds on earlier research on language ideologies in the post-secondary heritage language context (e.g., Carreira, 2011; Loza, 2017; Valdés et al., 2003). I find that …

A Sentiment Analysis Of "Filipinx" On Twitter Using A Multinomial Naïve Bayes Classification Model, Clarisse Taboy

Dissertations, Theses, and Capstone Projects

On social media, the use of “Filipinx” as a gender neutral, inclusive term for “Filipino” tends to generate high user engagement, at times without regard for the original context in which the word appears. This project applies computational methods to collect a large dataset in English/Filipino from Twitter containing “Filipinx”, and to train a Naïve Bayes model to classify tweets into three sentiments: positive, neutral, and negative. My methodology takes inspiration from that of four related studies that similarly conducted sentiment analysis on English/Filipino tweets involving various topics, and whose resulting accuracy scores were compared side-by-side. Conducting sentiment analysis on …

Stand-Up Comedy Visualized, Berna Yenidogan

Dissertations, Theses, and Capstone Projects

Stand-up comedy has become an increasingly popular form of comedy in the recent years and comedians reach audiences beyond the halls they are performing through streaming services, podcasts and social media. While comedic performances are typically judged by how 'funny' they are, which could be proxied by the frequency and intensity of laughs through the performance, comedians also explore untapped social issues and provoke conversation, especially in this age where interaction with artists goes beyond their act. It is easy to see commonalities in the topics addressed in comedians’ work such as relationships, race and politics.This project provides an interactive …