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Related papers: MUTANT: A Multi-sentential Code-mixed Hinglish Dat…

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There is a lack of research into capabilities of recent LLMs to generate convincing text in languages other than English and into performance of detectors of machine-generated text in multilingual settings. This is also reflected in the…

Multiple critical scenarios (like Wikipedia text generation given English Infoboxes) need automated generation of descriptive text in low resource (LR) languages from English fact triples. Previous work has focused on English fact-to-text…

Computation and Language · Computer Science 2022-04-26 Tushar Abhishek , Shivprasad Sagare , Bhavyajeet Singh , Anubhav Sharma , Manish Gupta , Vasudeva Varma

In this paper, we pay attention to the issue which is usually overlooked, i.e., \textit{similarity should be determined from different perspectives}. To explore this issue, we release a Multi-Perspective Text Similarity (MPTS) dataset, in…

Computation and Language · Computer Science 2022-02-15 Weijie Liu , Tao Zhu , Weiquan Mao , Zhe Zhao , Weigang Guo , Xuefeng Yang , Qi Ju

Multimodal Machine Translation (MMT) focuses on enhancing text-only translation with visual features, which has attracted considerable attention from both natural language processing and computer vision communities. Recent advances still…

Computation and Language · Computer Science 2022-11-29 Hongcheng Guo , Jiaheng Liu , Haoyang Huang , Jian Yang , Zhoujun Li , Dongdong Zhang , Zheng Cui , Furu Wei

Natural Language Inference (NLI) is the task of inferring the logical relationship, typically entailment or contradiction, between a premise and hypothesis. Code-mixing is the use of more than one language in the same conversation or…

Computation and Language · Computer Science 2020-04-14 Simran Khanuja , Sandipan Dandapat , Sunayana Sitaram , Monojit Choudhury

MIRACL (Multilingual Information Retrieval Across a Continuum of Languages) is a multilingual dataset we have built for the WSDM 2023 Cup challenge that focuses on ad hoc retrieval across 18 different languages, which collectively encompass…

Large language models (LLMs) can be used to generate smaller, more refined datasets via few-shot prompting for benchmarking, fine-tuning or other use cases. However, understanding and evaluating these datasets is difficult, and the failure…

Computation and Language · Computer Science 2023-09-29 Emily Reif , Minsuk Kahng , Savvas Petridis

In multilingual societies like India, code-mixed social media texts comprise the majority of the Internet. Detecting the sentiment of the code-mixed user opinions plays a crucial role in understanding social, economic and political trends.…

Computation and Language · Computer Science 2018-06-13 Madan Gopal Jhanwar , Arpita Das

Multilingual Large Language Models (LLMs) have demonstrated exceptional performance in Machine Translation (MT) tasks. However, their MT abilities in the context of code-switching (the practice of mixing two or more languages in an…

Computation and Language · Computer Science 2024-10-16 Ayushman Gupta , Akhil Bhogal , Kripabandhu Ghosh

We work to create a multilingual speech synthesis system which can generate speech with the proper accent while retaining the characteristics of an individual voice. This is challenging to do because it is expensive to obtain bilingual…

While multi-modal learning has advanced significantly, current approaches often treat modalities separately, creating inconsistencies in representation and reasoning. We introduce MANTA (Multi-modal Abstraction and Normalization via Textual…

Computer Vision and Pattern Recognition · Computer Science 2025-07-02 Ziqi Zhong , Daniel Tang

Breaking down the structure of long texts into semantically coherent segments makes the texts more readable and supports downstream applications like summarization and retrieval. Starting from an apparent link between text coherence and…

Computation and Language · Computer Science 2020-01-06 Goran Glavaš , Swapna Somasundaran

We introduce a high-quality and large-scale Vietnamese-English parallel dataset of 3.02M sentence pairs, which is 2.9M pairs larger than the benchmark Vietnamese-English machine translation corpus IWSLT15. We conduct experiments comparing…

Computation and Language · Computer Science 2021-10-26 Long Doan , Linh The Nguyen , Nguyen Luong Tran , Thai Hoang , Dat Quoc Nguyen

We present Multilingual Open Text (MOT), a new multilingual corpus containing text in 44 languages, many of which have limited existing text resources for natural language processing. The first release of the corpus contains over 2.8…

Computation and Language · Computer Science 2022-06-10 Chester Palen-Michel , June Kim , Constantine Lignos

An utterance that contains speech from multiple languages is known as a code-switched sentence. In this work, we propose a novel technique to predict whether given audio is mono-lingual or code-switched. We propose a multi-modal learning…

Audio and Speech Processing · Electrical Eng. & Systems 2020-11-05 Krishna D N

Hate detection has long been a challenging task for the NLP community. The task becomes complex in a code-mixed environment because the models must understand the context and the hate expressed through language alteration. Compared to the…

Computation and Language · Computer Science 2024-10-22 Debajyoti Mazumder , Aakash Kumar , Jasabanta Patro

The availability of text or topic classification datasets in the low-resource Marathi language is limited, typically consisting of fewer than 4 target labels, with some achieving nearly perfect accuracy. In this work, we introduce…

Computation and Language · Computer Science 2024-04-30 Saloni Mittal , Vidula Magdum , Omkar Dhekane , Sharayu Hiwarkhedkar , Raviraj Joshi

The conversion of content from one language to another utilizing a computer system is known as Machine Translation (MT). Various techniques have come up to ensure effective translations that retain the contextual and lexical interpretation…

Computation and Language · Computer Science 2024-01-15 Sudhansu Bala Das , Leo Raphael Rodrigues , Tapas Kumar Mishra , Bidyut Kr. Patra

The sentiment analysis task in Tamil-English code-mixed texts has been explored using advanced transformer-based models. Challenges from grammatical inconsistencies, orthographic variations, and phonetic ambiguities have been addressed. The…

Computation and Language · Computer Science 2025-04-01 Mikhail Krasitskii , Olga Kolesnikova , Liliana Chanona Hernandez , Grigori Sidorov , Alexander Gelbukh

Social media datasets are essential for research on a variety of topics, such as disinformation, influence operations, hate speech detection, or influencer marketing practices. However, access to social media datasets is often constrained…

Computation and Language · Computer Science 2025-05-07 Henry Tari , Nojus Sereiva , Rishabh Kaushal , Thales Bertaglia , Adriana Iamnitchi