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Modern software development requires developers to find and effectively utilize new APIs and their documentation, but documentation has many well-known issues. Despite this, developers eventually overcome these issues but have no way of…

Human-Computer Interaction · Computer Science 2022-01-12 Amber Horvath , Michael Xieyang Liu , River Hendriksen , Connor Shannon , Emma Paterson , Kazi Jawad , Andrew Macvean , Brad A. Myers

Spelling correction is the task of identifying spelling mistakes, typos, and grammatical mistakes in a given text and correcting them according to their context and grammatical structure. This work introduces "AraSpell," a framework for…

Computation and Language · Computer Science 2024-05-14 Mahmoud Salhab , Faisal Abu-Khzam

Dialectal Arabic (DA) speech data vary widely in domain coverage, dialect labeling practices, and recording conditions, complicating cross-dataset comparison and model evaluation. To characterize this landscape, we conduct a computational…

Computation and Language · Computer Science 2026-01-30 Peter Sullivan , AbdelRahim Elmadany , Alcides Alcoba Inciarte , Muhammad Abdul-Mageed

Classical and some deep learning techniques for Arabic text classification often depend on complex morphological analysis, word segmentation, and hand-crafted feature engineering. These could be eliminated by using character-level features.…

Computation and Language · Computer Science 2020-06-23 Mahmoud Daif , Shunsuke Kitada , Hitoshi Iyatomi

This paper presents our approach to address the EACL WANLP-2021 Shared Task 1: Nuanced Arabic Dialect Identification (NADI). The task is aimed at developing a system that identifies the geographical location(country/province) from where an…

Computation and Language · Computer Science 2021-02-23 Anshul Wadhawan

We present state-of-the-art results on morphosyntactic tagging across different varieties of Arabic using fine-tuned pre-trained transformer language models. Our models consistently outperform existing systems in Modern Standard Arabic and…

Computation and Language · Computer Science 2022-03-22 Go Inoue , Salam Khalifa , Nizar Habash

SMCalFlow is a large corpus of semantically detailed annotations of task-oriented natural dialogues. The annotations use a dataflow approach, in which the annotations are programs which represent user requests. Despite the availability,…

Computation and Language · Computer Science 2022-06-29 Joram Meron

In this paper we propose a multi-task sequence prediction system, based on recurrent neural networks and used to annotate on multiple levels an Arabizi Tunisian corpus. The annotation performed are text classification, tokenization, PoS…

Computation and Language · Computer Science 2021-01-08 Elisa Gugliotta , Marco Dinarelli , Olivier Kraif

We present AraLingBench: a fully human annotated benchmark for evaluating the Arabic linguistic competence of large language models (LLMs). The benchmark spans five core categories: grammar, morphology, spelling, reading comprehension, and…

Computation and Language · Computer Science 2025-12-10 Mohammad Zbeeb , Hasan Abed Al Kader Hammoud , Sina Mukalled , Nadine Rizk , Fatima Karnib , Issam Lakkis , Ammar Mohanna , Bernard Ghanem

The rapid growth of social media has amplified the spread of offensive, violent, and vulgar speech, which poses serious societal and cybersecurity concerns. Detecting such content in Arabic text is particularly complex due to limited…

Computation and Language · Computer Science 2025-06-04 Aisha Alansari , Hamzah Luqman

Active learning, a label-efficient paradigm, empowers models to interactively query an oracle for labeling new data. In the realm of LiDAR semantic segmentation, the challenges stem from the sheer volume of point clouds, rendering…

Computer Vision and Pattern Recognition · Computer Science 2023-11-01 Binhui Xie , Shuang Li , Qingju Guo , Chi Harold Liu , Xinjing Cheng

Intelligent systems for the annotation of media content are increasingly being used for the automation of parts of social science research. In this domain the problem of integrating various Artificial Intelligence (AI) algorithms into a…

Multiagent Systems · Computer Science 2018-06-05 Ilias Flaounas , Thomas Lansdall-Welfare , Panagiota Antonakaki , Nello Cristianini

Pairwise preferences over model responses are widely collected to evaluate and provide feedback to large language models (LLMs). Given two alternative model responses to the same input, a human or AI annotator selects the "better" response.…

Computation and Language · Computer Science 2025-07-24 Arduin Findeis , Floris Weers , Guoli Yin , Ke Ye , Ruoming Pang , Tom Gunter

Data annotation remains a significant bottleneck in the Humanities and Social Sciences, particularly for complex semantic tasks such as metaphor identification. While Large Language Models (LLMs) show promise, a significant gap remains…

Computation and Language · Computer Science 2026-02-06 Bingru Li

Hate speech detection is a crucial task, especially on social media, where harmful content can spread quickly. Implementing machine learning models to automatically identify and address hate speech is essential for mitigating its impact and…

Computation and Language · Computer Science 2025-08-19 Somaiyeh Dehghan , Mehmet Umut Sen , Berrin Yanikoglu

In this work, we tackle the Diacritic Restoration (DR) task for Arabic dialectal sentences using a multimodal approach that combines both textual and speech information. We propose a model that represents the text modality using an encoder…

Computation and Language · Computer Science 2025-10-29 Ahmad Ghannam , Naif Alharthi , Faris Alasmary , Kholood Al Tabash , Shouq Sadah , Lahouari Ghouti

This paper is about the development of a machine translation system tailored specifically for LATEX mathematical documents. The system focuses on translating English LATEX mathematical documents into Arabic LATEX, catering to the growing…

Computation and Language · Computer Science 2023-12-08 Mustapha Eddahibi , Mohammed Mensouri

Back-of-the-book indexes are crucial for book readability. Their manual creation is laborious and error prone. In this paper, we consider automating back-of-the-book index extraction for Arabic books to help simplify both the creation and…

Computation and Language · Computer Science 2024-10-15 Nawal Haidar , Fadi A. Zaraket

This paper introduces a spelling correction system which integrates seamlessly with morphological analysis using a multi-tape formalism. Handling of various Semitic error problems is illustrated, with reference to Arabic and Syriac…

cmp-lg · Computer Science 2008-02-03 Tanya Bowden , George Anton Kiraz

This position paper argues that annotation disagreement in Natural Language Inference (NLI) is not mere noise but often reflects meaningful variation, especially when triggered by ambiguity in the premise or hypothesis. While underspecified…

Computation and Language · Computer Science 2025-09-03 Chathuri Jayaweera , Bonnie J. Dorr