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Related papers: Complexity Metric for Code-Mixed Social Media Text

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Code-mixing is a frequent communication style among multilingual speakers where they mix words and phrases from two different languages in the same utterance of text or speech. Identifying and filtering code-mixed text is a challenging task…

Computation and Language · Computer Science 2021-06-21 Vivek Srivastava , Mayank Singh

Measuring a document's complexity level is an open challenge, particularly when one is working on a diverse corpus of documents rather than comparing several documents on a similar topic or working on a language other than English. In this…

Computation and Language · Computer Science 2022-09-01 Vincent Primpied , David Beauchemin , Richard Khoury

Software implements a significant proportion of functionality in factory automation. Thus, efficient development and the reuse of software parts, so-called units, enhance competitiveness. Thereby, complex control software units are more…

Software Engineering · Computer Science 2022-12-13 Juliane Fischer , Birgit Vogel-Heuser , Heiko Schneider , Nikolai Langer , Markus Felger , Matthias Bengel

Code complexity metrics such as cyclomatic complexity have long been used to assess software quality and maintainability. With the rapid advancement of large language models (LLMs) on coding tasks, an important yet underexplored question…

Software Engineering · Computer Science 2026-05-28 Chen Xie , Xiaodong Gu , Yuling Shi , Beijun Shen

Code-Mixing is a phenomenon of mixing two or more languages in a speech event and is prevalent in multilingual societies. Given the low-resource nature of Code-Mixing, machine generation of code-mixed text is a prevalent approach for data…

Artificial Intelligence · Computer Science 2022-06-17 Prashant Kodali , Tanmay Sachan , Akshay Goindani , Anmol Goel , Naman Ahuja , Manish Shrivastava , Ponnurangam Kumaraguru

Written language is complex. A written text can be considered an attempt to convey a meaningful message which ends up being constrained by language rules, context dependence and highly redundant in its use of resources. Despite all these…

Computation and Language · Computer Science 2019-05-20 E. Estevez-Rams , A. Mesa Rodriguez , D. Estevez-Moya

The goal of this work is to build a classifier that can identify text complexity within the context of teaching reading to English as a Second Language (ESL) learners. To present language learners with texts that are suitable to their level…

Computation and Language · Computer Science 2023-06-22 M. Zakaria Kurdi

We address fine-grained multilingual language identification: providing a language code for every token in a sentence, including codemixed text containing multiple languages. Such text is prevalent online, in documents, social media, and…

Computation and Language · Computer Science 2018-10-10 Yuan Zhang , Jason Riesa , Daniel Gillick , Anton Bakalov , Jason Baldridge , David Weiss

Spreadsheets are widely used in industry, even for critical business processes. This implies the need for proper risk assessment in spreadsheets to evaluate the reliability and validity of the spreadsheet's outcome. As related research has…

Software Engineering · Computer Science 2017-04-06 Thomas Reschenhofer , Bernhard Waltl , Klym Shumaiev , Florian Matthes

The conventional natural language processing approaches are not accustomed to the social media text due to colloquial discourse and non-homogeneous characteristics. Significantly, the language identification in a multilingual document is…

Computation and Language · Computer Science 2021-06-30 M Zeeshan Ansari , Tanvir Ahmad , M M Sufyan Beg , Asma Ikram

Background: Developers spend a lot of their time on understanding source code. Static code analysis tools can draw attention to code that is difficult for developers to understand. However, most of the findings are based on non-validated…

Software Engineering · Computer Science 2020-07-27 Marvin Muñoz Barón , Marvin Wyrich , Stefan Wagner

The ability to compare the semantic similarity between text corpora is important in a variety of natural language processing applications. However, standard methods for evaluating these metrics have yet to be established. We propose a set…

Computation and Language · Computer Science 2022-11-30 George Kour , Samuel Ackerman , Orna Raz , Eitan Farchi , Boaz Carmeli , Ateret Anaby-Tavor

We compared entropy for texts written in natural languages (English, Spanish) and artificial languages (computer software) based on a simple expression for the entropy as a function of message length and specific word diversity. Code text…

Computation and Language · Computer Science 2015-12-03 Gerardo Febres , Klaus Jaffe , Carlos Gershenson

Existing methods for complexity estimation are typically developed for entire documents. This limitation in scope makes them inapplicable for shorter pieces of text, such as health assessment tools. These typically consist of lists of…

Computation and Language · Computer Science 2024-04-02 Sondre Wold , Petter Mæhlum , Oddbjørn Hove

Integrative Complexity (IC) is a psychometric that measures the ability of a person to recognize multiple perspectives and connect them, thus identifying paths for conflict resolution. IC has been linked to a wide variety of political,…

Computers and Society · Computer Science 2019-06-06 Alexander Robertson , Luca Maria Aiello , Daniele Quercia

Code-mixed discourse combines multiple languages in a single text. It is commonly used in informal discourse in countries with several official languages, but also in many other countries in combination with English or neighboring…

Computation and Language · Computer Science 2025-04-16 Anjali Yadav , Tanya Garg , Matej Klemen , Matej Ulcar , Basant Agarwal , Marko Robnik Sikonja

Software code complexity is a well-studied property to determine software component health. However, the existing code complexity metrics do not directly take into account the fault-proneness aspect of the code. We propose a metric called…

Software Engineering · Computer Science 2021-04-27 Ali Parsai , Serge Demeyer

Social Media platforms have been seeing adoption and growth in their usage over time. This growth has been further accelerated with the lockdown in the past year when people's interaction, conversation, and expression were limited…

Computation and Language · Computer Science 2022-04-06 Ekagra Ranjan , Naman Poddar

With even the most trivial of applications now being written on top of millions of lines code of libraries, API's, and programming languages, much of the complexity that used to exist when designing software has been abstracted away to…

Software Engineering · Computer Science 2017-11-29 Charles Hathaway , Ron Eglash , Mukkai Krishnamoorthy

Readability assessment is the task of determining how difficult or easy a text is or which level/grade it has. Traditionally, language dependent readability formula have been used, but these formulae take few text characteristics into…

Computation and Language · Computer Science 2021-09-13 Kepa Bengoetxea , Itziar Gonzalez-Dios
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