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The impact of subword tokenization on language model performance is well-documented for perplexity, with finer granularity consistently reducing this intrinsic metric. However, research on how different tokenization schemes affect a model's…

Computation and Language · Computer Science 2025-08-12 Nishant Luitel , Nirajan Bekoju , Anand Kumar Sah , Subarna Shakya

Large language models (LLMs) have achieved remarkable success across various natural language processing tasks. However, most LLM models use traditional tokenizers like BPE and SentencePiece, which fail to capture the finer nuances of a…

Computation and Language · Computer Science 2025-05-26 Pramit Bhattacharyya , Arnab Bhattacharya

In this paper we present an optimal Bangla Keyboard Layout, which distributes the load equally on both hands so that maximizing the ease and minimizing the effort. Bangla alphabet has a large number of letters, for this it is difficult to…

Artificial Intelligence · Computer Science 2010-09-27 Md. Hijbul Alam , Abdul Kadar Muhammad Masum , Mohammad Mahadi Hassan , S. M. Kamruzzaman

Source code authorship attribution is important in software forensics, plagiarism detection, and protecting software patch integrity. Existing techniques often rely on supervised machine learning, which struggles with generalization across…

Software Engineering · Computer Science 2025-01-15 Soohyeon Choi , Yong Kiam Tan , Mark Huasong Meng , Mohamed Ragab , Soumik Mondal , David Mohaisen , Khin Mi Mi Aung

We evaluate the character-level translation method for neural semantic parsing on a large corpus of sentences annotated with Abstract Meaning Representations (AMRs). Using a sequence-to-sequence model, and some trivial preprocessing and…

Computation and Language · Computer Science 2017-10-10 Rik van Noord , Johan Bos

Speech recognition is a technique that converts human speech signals into text or words or in any form that can be easily understood by computers or other machines. There have been a few studies on Bangla digit recognition systems, the…

Sound · Computer Science 2021-11-15 Ovishake Sen , Al-Mahmud , Pias Roy

This work is focused on improving the character recognition capability of feed-forward back-propagation neural network by using one, two and three hidden layers and the modified additional momentum term. 182 English letters were collected…

Neural and Evolutionary Computing · Computer Science 2011-03-01 Amit Choudhary , Rahul Rishi

Recent approaches to automatically detect the speaker of an utterance of direct speech often disregard general information about characters in favor of local information found in the context, such as surrounding mentions of entities. In…

Computation and Language · Computer Science 2024-01-31 Gaspard Michel , Elena V. Epure , Romain Hennequin , Christophe Cerisara

Pretrained character-level and byte-level language models have been shown to be competitive with popular subword models across a range of Natural Language Processing (NLP) tasks. However, there has been little research on their…

Computation and Language · Computer Science 2024-05-24 Lukas Edman , Gabriele Sarti , Antonio Toral , Gertjan van Noord , Arianna Bisazza

Knowledge tracing aims to model students' past answer sequences to track the change in their knowledge acquisition during exercise activities and to predict their future learning performance. Most existing approaches ignore the fact that…

Machine Learning · Computer Science 2023-02-07 Yuqi Yue , Xiaoqing Sun , Weidong Ji , Zengxiang Yin , Chenghong Sun

In this paper, we explore a set of novel features for authorship attribution of documents. These features are derived from a word network representation of natural language text. As has been noted in previous studies, natural language tends…

Computation and Language · Computer Science 2013-11-14 Shibamouli Lahiri , Rada Mihalcea

Recent advances in large-scale language representation models such as BERT have improved the state-of-the-art performances in many NLP tasks. Meanwhile, character-level Chinese NLP models, including BERT for Chinese, have also demonstrated…

Computation and Language · Computer Science 2020-04-09 Boxin Wang , Boyuan Pan , Xin Li , Bo Li

Word segmentation plays a pivotal role in improving any Arabic NLP application. Therefore, a lot of research has been spent in improving its accuracy. Off-the-shelf tools, however, are: i) complicated to use and ii) domain/dialect…

Computation and Language · Computer Science 2017-09-05 Hassan Sajjad , Fahim Dalvi , Nadir Durrani , Ahmed Abdelali , Yonatan Belinkov , Stephan Vogel

One of the major challenges for developing automatic speech recognition (ASR) for low-resource languages is the limited access to labeled data with domain-specific variations. In this study, we propose a pseudo-labeling approach to develop…

Understanding how and what pre-trained language models (PLMs) learn about language is an open challenge in natural language processing. Previous work has focused on identifying whether they capture semantic and syntactic information, and…

Computation and Language · Computer Science 2023-10-27 Ahmed Alajrami , Katerina Margatina , Nikolaos Aletras

As large language models (LLMs) are increasingly deployed for text generation, watermarking has become essential for authorship attribution, intellectual property protection, and misuse detection. While existing watermarking methods perform…

Computation and Language · Computer Science 2026-01-09 Amit Bin Tariqul , A N M Zahid Hossain Milkan , Sahab-Al-Chowdhury , Syed Rifat Raiyan , Hasan Mahmud , Md Kamrul Hasan

Writing style is a combination of consistent decisions associated with a specific author at different levels of language production, including lexical, syntactic, and structural. In this paper, we introduce a style-aware neural model to…

Computation and Language · Computer Science 2019-09-16 Fereshteh Jafariakinabad , Kien A. Hua

Writing style is a combination of consistent decisions at different levels of language production including lexical, syntactic, and structural associated to a specific author (or author groups). While lexical-based models have been widely…

Computation and Language · Computer Science 2019-02-28 Fereshteh Jafariakinabad , Sansiri Tarnpradab , Kien A. Hua

The International Phonetic Alphabet (IPA) is indispensable in language learning and understanding, aiding users in accurate pronunciation and comprehension. Additionally, it plays a pivotal role in speech therapy, linguistic research,…

Computation and Language · Computer Science 2023-11-08 Jakir Hasan , Shrestha Datta , Ameya Debnath

Spelling error correction is the task of identifying and rectifying misspelled words in texts. It is a potential and active research topic in Natural Language Processing because of numerous applications in human language understanding. The…

Computation and Language · Computer Science 2024-12-03 Mehedi Hasan Bijoy , Nahid Hossain , Salekul Islam , Swakkhar Shatabda
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