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Large Language Models (LLMs) have revolutionized the domain of natural language processing (NLP) with remarkable capabilities of generating human-like text responses. However, despite these advancements, several works in the existing…

Computation and Language · Computer Science 2023-10-25 Soumya Suvra Ghosal , Souradip Chakraborty , Jonas Geiping , Furong Huang , Dinesh Manocha , Amrit Singh Bedi

Language has always been one of humanity's defining characteristics. Visual Language Identification (VLI) is a relatively new field of research that is complex and largely understudied. In this paper, we present a preliminary study in which…

Computer Vision and Pattern Recognition · Computer Science 2023-02-28 Lucia Cascone , Michele Nappi , Fabio Narducci

The history of text can be traced back over thousands of years. Rich and precise semantic information carried by text is important in a wide range of vision-based application scenarios. Therefore, text recognition in natural scenes has been…

Computer Vision and Pattern Recognition · Computer Science 2020-12-04 Xiaoxue Chen , Lianwen Jin , Yuanzhi Zhu , Canjie Luo , Tianwei Wang

Document AI (DAI) has emerged as a vital application area, and is significantly transformed by the advent of large language models (LLMs). While earlier approaches relied on encoder-decoder architectures, decoder-only LLMs have…

Computation and Language · Computer Science 2025-10-16 Weishi Wang , Hengchang Hu , Zhijie Zhang , Zhaochen Li , Hongxin Shao , Daniel Dahlmeier

Text classification helps analyse texts for semantic meaning and relevance, by mapping the words against this hierarchy. An analysis of various types of texts is invaluable to understanding both their semantic meaning, as well as their…

Machine Learning · Computer Science 2022-11-16 Chaitanya Chadha , Vandit Gupta , Deepak Gupta , Ashish Khanna

With the rapid increase of transnational communication and cooperation, people frequently encounter multilingual scenarios in various situations. In this paper, we are concerned with a relatively new problem: script identification at word…

Computer Vision and Pattern Recognition · Computer Science 2015-05-13 Baoguang Shi , Cong Yao , Chengquan Zhang , Xiaowei Guo , Feiyue Huang , Xiang Bai

Automatic spoken language identification (LID) is a very important research field in the era of multilingual voice-command-based human-computer interaction (HCI). A front-end LID module helps to improve the performance of many speech-based…

Computation and Language · Computer Science 2022-12-08 Spandan Dey , Md Sahidullah , Goutam Saha

Automatic methods and metrics that assess various quality criteria of automatically generated texts are important for developing NLG systems because they produce repeatable results and allow for a fast development cycle. We present here an…

Computation and Language · Computer Science 2020-06-25 Erion Çano , Ondřej Bojar

Natural language inference (NLI) is a fundamental NLP task, investigating the entailment relationship between two texts. Popular NLI datasets present the task at sentence-level. While adequate for testing semantic representations, they fall…

Computation and Language · Computer Science 2020-11-11 Hanmeng Liu , Leyang Cui , Jian Liu , Yue Zhang

Natural Language Processing (NLP) is revolutionising the way both professionals and laypersons operate in the legal field. The considerable potential for NLP in the legal sector, especially in developing computational assistance tools for…

Computation and Language · Computer Science 2025-12-12 Farid Ariai , Joel Mackenzie , Gianluca Demartini

Language identification (LID) is a fundamental step in curating multilingual corpora. However, LID models still perform poorly for many languages, especially on the noisy and heterogeneous web data often used to train multilingual language…

Computation and Language · Computer Science 2026-01-27 Pedro Ortiz Suarez , Laurie Burchell , Catherine Arnett , Rafael Mosquera-Gómez , Sara Hincapie-Monsalve , Thom Vaughan , Damian Stewart , Malte Ostendorff , Idris Abdulmumin , Vukosi Marivate , Shamsuddeen Hassan Muhammad , Atnafu Lambebo Tonja , Hend Al-Khalifa , Nadia Ghezaiel Hammouda , Verrah Otiende , Tack Hwa Wong , Jakhongir Saydaliev , Melika Nobakhtian , Muhammad Ravi Shulthan Habibi , Chalamalasetti Kranti , Carol Muchemi , Khang Nguyen , Faisal Muhammad Adam , Luis Frentzen Salim , Reem Alqifari , Cynthia Amol , Joseph Marvin Imperial , Ilker Kesen , Ahmad Mustafid , Pavel Stepachev , Leshem Choshen , David Anugraha , Hamada Nayel , Seid Muhie Yimam , Vallerie Alexandra Putra , My Chiffon Nguyen , Azmine Toushik Wasi , Gouthami Vadithya , Rob van der Goot , Lanwenn ar C'horr , Karan Dua , Andrew Yates , Mithil Bangera , Yeshil Bangera , Hitesh Laxmichand Patel , Shu Okabe , Fenal Ashokbhai Ilasariya , Dmitry Gaynullin , Genta Indra Winata , Yiyuan Li , Juan Pablo Martínez , Amit Agarwal , Ikhlasul Akmal Hanif , Raia Abu Ahmad , Esther Adenuga , Filbert Aurelian Tjiaranata , Weerayut Buaphet , Michael Anugraha , Sowmya Vajjala , Benjamin Rice , Azril Hafizi Amirudin , Jesujoba O. Alabi , Srikant Panda , Yassine Toughrai , Bruhan Kyomuhendo , Daniel Ruffinelli , Akshata A , Manuel Goulão , Ej Zhou , Ingrid Gabriela Franco Ramirez , Cristina Aggazzotti , Konstantin Dobler , Jun Kevin , Quentin Pagès , Nicholas Andrews , Nuhu Ibrahim , Mattes Ruckdeschel , Amr Keleg , Mike Zhang , Casper Muziri , Saron Samuel , Sotaro Takeshita , Kun Kerdthaisong , Luca Foppiano , Rasul Dent , Tommaso Green , Ahmad Mustapha Wali , Kamohelo Makaaka , Vicky Feliren , Inshirah Idris , Hande Celikkanat , Abdulhamid Abubakar , Jean Maillard , Benoît Sagot , Thibault Clérice , Kenton Murray , Sarah Luger

Large language models (LLMs) have advanced to a point that even humans have difficulty discerning whether a text was generated by another human, or by a computer. However, knowing whether a text was produced by human or artificial…

Computation and Language · Computer Science 2025-04-15 Kathleen C. Fraser , Hillary Dawkins , Svetlana Kiritchenko

Large Language Models (LLMs) have revolutionized the field of Natural Language Generation (NLG) by demonstrating an impressive ability to generate human-like text. However, their widespread usage introduces challenges that necessitate…

Computation and Language · Computer Science 2024-06-28 Sara Abdali , Richard Anarfi , CJ Barberan , Jia He

Lexical inference in context (LIiC) is the task of recognizing textual entailment between two very similar sentences, i.e., sentences that only differ in one expression. It can therefore be seen as a variant of the natural language…

Computation and Language · Computer Science 2021-04-28 Martin Schmitt , Hinrich Schütze

Detection and recognition of text in natural images are two main problems in the field of computer vision that have a wide variety of applications in analysis of sports videos, autonomous driving, industrial automation, to name a few. They…

Computer Vision and Pattern Recognition · Computer Science 2020-07-02 Zobeir Raisi , Mohamed A. Naiel , Paul Fieguth , Steven Wardell , John Zelek

The powerful ability to understand, follow, and generate complex language emerging from large language models (LLMs) makes LLM-generated text flood many areas of our daily lives at an incredible speed and is widely accepted by humans. As…

Computation and Language · Computer Science 2024-04-22 Junchao Wu , Shu Yang , Runzhe Zhan , Yulin Yuan , Derek F. Wong , Lidia S. Chao

Automatic translation from signed to spoken languages is an interdisciplinary research domain, lying on the intersection of computer vision, machine translation and linguistics. Nevertheless, research in this domain is performed mostly by…

Computation and Language · Computer Science 2023-04-06 Mathieu De Coster , Dimitar Shterionov , Mieke Van Herreweghe , Joni Dambre

This paper describes the WiLI-2018 benchmark dataset for monolingual written natural language identification. WiLI-2018 is a publicly available, free of charge dataset of short text extracts from Wikipedia. It contains 1000 paragraphs of…

Computer Vision and Pattern Recognition · Computer Science 2018-01-25 Martin Thoma

In recent years, with the rapid development of information on the Internet, the number of complex texts and documents has increased exponentially, which requires a deeper understanding of deep learning methods in order to accurately…

Computation and Language · Computer Science 2023-09-26 Zhongwei Wan

While Artificial Intelligence applied to the legal domain is a topic with origins in the last century, recent advances in Artificial Intelligence are posed to revolutionize it. This work presents an overview and contextualizes the main…

Computation and Language · Computer Science 2022-04-15 João Dias , Pedro A. Santos , Nuno Cordeiro , Ana Antunes , Bruno Martins , Jorge Baptista , Carlos Gonçalves