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The ability to automatically determine the age audience of a novel provides many opportunities for the development of information retrieval tools. Firstly, developers of book recommendation systems and electronic libraries may be interested…

Computation and Language · Computer Science 2021-08-30 Anna Glazkova , Yury Egorov , Maksim Glazkov

We report on the curation of several publicly available datasets for age and gender prediction. Furthermore, we present experiments to predict age and gender with models based on a pre-trained wav2vec 2.0. Depending on the dataset, we…

Sound · Computer Science 2023-06-30 Felix Burkhardt , Johannes Wagner , Hagen Wierstorf , Florian Eyben , Björn Schuller

In this work, we address the problem of assessing and constructing feedback for early-stage writing automatically using machine learning. Early-stage writing is typically vastly different from conventional writing due to phonetic spelling…

Computation and Language · Computer Science 2023-11-17 Jonas Vestergaard Jensen , Mikkel Jordahn , Michael Riis Andersen

Age-related language patterns play a crucial role in understanding linguistic differences and developing age-appropriate communication strategies. However, the lack of comprehensive and diverse datasets has hindered the progress of research…

Computation and Language · Computer Science 2024-06-26 Shravan Cheekati , Mridul Gupta , Vibha Raghu , Pranav Raj

As research on machine translation moves to translating text beyond the sentence level, it remains unclear how effective automatic evaluation metrics are at scoring longer translations. In this work, we first propose a method for creating…

Computation and Language · Computer Science 2023-08-29 Daniel Deutsch , Juraj Juraska , Mara Finkelstein , Markus Freitag

The evolution of the internet has created an abundance of unstructured data on the web, a significant part of which is textual. The task of author profiling seeks to find the demographics of people solely from their linguistic and…

Machine Learning · Computer Science 2019-06-24 Joey Hong , Chris Mattmann , Paul Ramirez

The study uses the British National Corpus 2014, a large sample of contemporary spoken British English, to investigate language patterns across different age groups. Our research attempts to explore how language patterns vary between…

Computation and Language · Computer Science 2025-06-24 MingZe Tang

Automatic inference of important paralinguistic information such as age from speech is an important area of research with numerous spoken language technology based applications. Speaker age estimation has applications in enabling…

Audio and Speech Processing · Electrical Eng. & Systems 2024-06-19 Prashanth Gurunath Shivakumar , Somer Bishop , Catherine Lord , Shrikanth Narayanan

Mobile devices use language models to suggest words and phrases for use in text entry. Traditional language models are based on contextual word frequency in a static corpus of text. However, certain types of phrases, when offered to writers…

Computation and Language · Computer Science 2017-10-06 Kenneth C. Arnold , Kai-Wei Chang , Adam T. Kalai

With recent advances in large language models (LLMs), the concept of automatically generating children's educational materials has become increasingly realistic. Working toward the goal of age-appropriate simplicity in generated educational…

Computation and Language · Computer Science 2023-10-31 Maria Valentini , Jennifer Weber , Jesus Salcido , Téa Wright , Eliana Colunga , Katharina Kann

Iteratively building and testing machine learning models can help children develop creativity, flexibility, and comfort with machine learning and artificial intelligence. We explore how children use machine teaching interfaces with a team…

Machine Learning · Computer Science 2021-09-29 Utkarsh Dwivedi , Jaina Gandhi , Raj Parikh , Merijke Coenraad , Elizabeth Bonsignore , Hernisa Kacorri

In this paper, we investigate the application of text classification methods to support law professionals. We present several experiments applying machine learning techniques to predict with high accuracy the ruling of the French Supreme…

Computation and Language · Computer Science 2017-10-26 Octavia-Maria Sulea , Marcos Zampieri , Shervin Malmasi , Mihaela Vela , Liviu P. Dinu , Josef van Genabith

For human children as well as machine learning systems, a key challenge in learning a word is linking the word to the visual phenomena it describes. We explore this aspect of word learning by using the performance of computer vision systems…

Computation and Language · Computer Science 2023-09-12 Sunayana Rane , Mira L. Nencheva , Zeyu Wang , Casey Lew-Williams , Olga Russakovsky , Thomas L. Griffiths

Performance of text classification models tends to drop over time due to changes in data, which limits the lifetime of a pretrained model. Therefore an ability to predict a model's ability to persist over time can help design models that…

Computation and Language · Computer Science 2022-11-22 Rabab Alkhalifa , Elena Kochkina , Arkaitz Zubiaga

Generative artificial intelligence (GenAI) holds great promise as a tool to support personalized learning. Teachers need tools to efficiently and effectively enhance content readability of educational texts so that they are matched to…

When faced with self-regulation challenges, children have been known the use their language to inhibit their emotions and behaviors. Yet, to date, there has been a critical lack of evidence regarding what patterns in their speech children…

Computation and Language · Computer Science 2021-11-01 Arnav Bhakta , Yeunjoo Kim , Pamela Cole

The film culture has grown tremendously in recent years. The large number of streaming services put films as one of the most convenient forms of entertainment in today's world. Films can help us learn and inspire societal change. But they…

Computation and Language · Computer Science 2019-08-23 Mahsa Shafaei , Niloofar Safi Samghabadi , Sudipta Kar , Thamar Solorio

Automatic evaluation of language generation systems is a well-studied problem in Natural Language Processing. While novel metrics are proposed every year, a few popular metrics remain as the de facto metrics to evaluate tasks such as image…

Computation and Language · Computer Science 2020-10-27 Ozan Caglayan , Pranava Madhyastha , Lucia Specia

The majority of research in computational psycholinguistics has concentrated on the processing of words. This study introduces innovative methods for computing sentence-level metrics using multilingual large language models. The metrics…

Computation and Language · Computer Science 2024-04-17 Kun Sun , Rong Wang

To address an important gap in creating children's stories for vocabulary enrichment, we investigate the automatic evaluation of how well stories convey the semantics of target vocabulary words, a task with substantial implications for…

Computation and Language · Computer Science 2024-12-24 Maria Valentini , Téa Wright , Ali Marashian , Jennifer Weber , Eliana Colunga , Katharina von der Wense
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