Two languages, one treebank: building a Turkish–German code-switching treebank and its challenges

Ö Çetinoğlu, Ç Çöltekin - Language Resources and Evaluation, 2023 - Springer
This paper presents the SAGT Turkish–German code-switching treebank, and observations
and annotation challenges we encountered during its development. The treebank consists …

[HTML][HTML] Language augmentation approach for code-mixed text classification

G Takawane, A Phaltankar, V Patwardhan… - Natural Language …, 2023 - Elsevier
The usage of more than one language in the same text is referred to as Code Mixed. It is
evident that there is a growing degree of adaption of the use of code-mixed data, especially …

[PDF][PDF] Sentiment Analysis of Code-mixed Social Media Data on Philippine UAQTE using Fine-tuned mBERT Model

LL Maceda, AA Satuito, MB Abisado - International Journal of …, 2023 - researchgate.net
Education (UAQTE) marks a significant policy change in the Philippines. While the
program's objective is to offer free higher education and tertiary education subsidies to …

Leveraging language identification to enhance code-mixed text classification

G Takawane, A Phaltankar, V Patwardhan… - arXiv preprint arXiv …, 2023 - arxiv.org
The usage of more than one language in the same text is referred to as Code Mixed. It is
evident that there is a growing degree of adaption of the use of code-mixed data, especially …

Multimodal approach for code-mixed speech sentiment classification

S Keshav, G Jyothish Lal, B Premjith - Advances in Signal Processing …, 2023 - Springer
Sentiment analysis is a natural language processing (NLP) technique used to classify a
statement into three polarities, namely, positive negative and neutral. Thus, speech …

Mixed-Distil-BERT: Code-mixed Language Modeling for Bangla, English, and Hindi

MN Raihan, D Goswami, A Mahmud - arXiv preprint arXiv:2309.10272, 2023 - arxiv.org
One of the most popular downstream tasks in the field of Natural Language Processing is
text classification. Text classification tasks have become more daunting when the texts are …

Cross-lingual Search for e-Commerce based on Query Translatability and Mixed-Domain Fine-Tuning

J Perez-Martin, J Gomez-Robles… - … Proceedings of the …, 2023 - dl.acm.org
Online stores in the US offer a unique scenario for Cross-Lingual Information Retrieval
(CLIR) due to the mix of Spanish and English in user queries. Machine Translation (MT) …

Transfer learning based code-mixed part-of-speech tagging using character level representations for Indian languages

AK Madasamy, SK Padannayil - Journal of Ambient Intelligence and …, 2023 - Springer
Massive amounts of unstructured content have been generated day-by-day on social media
platforms like Facebook, Twitter and blogs. Analyzing and extracting useful information from …

Cross-lingual Sentiment Analysis of Code-Mixed Corpus based on Cross-lingual Word Embedding

RR Frias, RP Medina, AM Sison - 2023 3rd International …, 2023 - ieeexplore.ieee.org
Bilingualism is a common linguistic phenomenon that causes a challenge in opinion mining.
The early methods in Cross-lingual Sentiment Analysis (CLSA), based on machine …

Code-Mixed Language Understanding Using BiLSTM-BERT Multi-attention Fusion Mechanism

M Wankhade, N Jain, ACS Rao - International Conference on Machine …, 2023 - Springer
Code-mixed language, characterized by the seamless blending of multiple languages,
presents a formidable challenge for natural language understanding systems. In our work …