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Indian language machine translation performance is hampered due to the lack of large scale multi-lingual sentence aligned corpora and robust benchmarks. Through this paper, we provide and analyse an automated framework to obtain such a…

Computation and Language · Computer Science 2020-11-05 Jerin Philip , Shashank Siripragada , Vinay P. Namboodiri , C. V. Jawahar

This paper is an effort to complement the contributions made by researchers working toward the inclusion of non-English languages in natural language processing studies. Two novel Hindi language resources have been created and released for…

Computation and Language · Computer Science 2022-08-02 Gayatri Venugopal-Wairagade , Jatinderkumar R. Saini , Dhanya Pramod

Being able to rank the similarity of short text segments is an interesting bonus feature of neural machine translation. Translation-based similarity measures include direct and pivot translation probability, as well as translation…

Computation and Language · Computer Science 2022-10-20 Jannis Vamvas , Rico Sennrich

In some areas of computing, natural language processing and information science, progress is made by sharing datasets and challenging the community to design the best algorithm for an associated task. This article introduces a shared…

Digital Libraries · Computer Science 2026-01-27 Mike Thelwall

It is relatively easy to mine a large parallel corpus for any machine learning task, such as speech-to-text or speech-to-speech translation. Although these mined corpora are large in volume, their quality is questionable. This work shows…

Computation and Language · Computer Science 2024-02-06 Md Mahfuz Ibn Alam , Antonios Anastasopoulos

We present GENTLE, a new mixed-genre English challenge corpus totaling 17K tokens and consisting of 8 unusual text types for out-of domain evaluation: dictionary entries, esports commentaries, legal documents, medical notes, poetry,…

Computation and Language · Computer Science 2023-09-25 Tatsuya Aoyama , Shabnam Behzad , Luke Gessler , Lauren Levine , Jessica Lin , Yang Janet Liu , Siyao Peng , Yilun Zhu , Amir Zeldes

Machine Translation (MT) evaluation has gone beyond metrics, towards more specific linguistic phenomena. Regarding English-Chinese language pairs, passive sentences are constructed and distributed differently due to language variation, thus…

Computation and Language · Computer Science 2026-03-17 Xinyue Ma , Pol Pastells , Mireia Farrús , Mariona Taulé

Cross-lingual document alignment aims to identify pairs of documents in two distinct languages that are of comparable content or translations of each other. In this paper, we exploit the signals embedded in URLs to label web documents at…

Computation and Language · Computer Science 2020-10-13 Ahmed El-Kishky , Vishrav Chaudhary , Francisco Guzman , Philipp Koehn

Code-mixing, the practice of alternating between two or more languages in an utterance, is a common phenomenon in multilingual communities. Due to the colloquial nature of code-mixing, there is no singular correct way to translate an…

Computation and Language · Computer Science 2024-10-15 Ayushman Gupta , Akhil Bhogal , Kripabandhu Ghosh

Natural language processing is a prompt research area across the country. Parsing is one of the very crucial tool in language analysis system which aims to forecast the structural relationship among the words in a given sentence. Many…

Computation and Language · Computer Science 2014-03-26 K. Sureka , K. G. Srinivasagan , S. Suganthi

Code-switching is a phenomenon of mixing grammatical structures of two or more languages under varied social constraints. The code-switching data differ so radically from the benchmark corpora used in NLP community that the application of…

Computation and Language · Computer Science 2018-04-25 Irshad Ahmad Bhat , Riyaz Ahmad Bhat , Manish Shrivastava , Dipti Misra Sharma

Cross-lingual Summarization (CLS) aims at producing a summary in the target language for an article in the source language. Traditional solutions employ a two-step approach, i.e. translate then summarize or summarize then translate.…

Computation and Language · Computer Science 2020-10-20 Ruochen Xu , Chenguang Zhu , Yu Shi , Michael Zeng , Xuedong Huang

The linguistic diversity of India poses significant machine translation challenges, especially for underrepresented tribal languages like Bhili, which lack high-quality linguistic resources. This paper addresses the gap by introducing…

Computation and Language · Computer Science 2025-11-04 Pooja Singh , Shashwat Bhardwaj , Vaibhav Sharma , Sandeep Kumar

Machine translation (MT) has almost achieved human parity at sentence-level translation. In response, the MT community has, in part, shifted its focus to document-level translation. However, the development of document-level MT systems is…

Computation and Language · Computer Science 2022-10-27 Yuchen Eleanor Jiang , Tianyu Liu , Shuming Ma , Dongdong Zhang , Mrinmaya Sachan , Ryan Cotterell

We describe an effort to annotate a corpus of natural language instructions consisting of 622 wet lab protocols to facilitate automatic or semi-automatic conversion of protocols into a machine-readable format and benefit biological…

Computation and Language · Computer Science 2018-05-02 Chaitanya Kulkarni , Wei Xu , Alan Ritter , Raghu Machiraju

In this paper, we report the results of the TeamNRC's participation in the BHASHA-Task 1 Grammatical Error Correction shared task https://github.com/BHASHA-Workshop/IndicGEC2025/ for 5 Indian languages. Our approach, focusing on…

Computation and Language · Computer Science 2025-11-20 Sowmya Vajjala

We explore the task of sentiment analysis on Hinglish (code-mixed Hindi-English) tweets as participants of Task 9 of the SemEval-2020 competition, known as the SentiMix task. We had two main approaches: 1) applying transfer learning by…

Computation and Language · Computer Science 2020-08-05 Vinay Gopalan , Mark Hopkins

Recent advancements in high-quality, large-scale English resources have pushed the frontier of English Automatic Text Simplification (ATS) research. However, less work has been done on multilingual text simplification due to the lack of a…

Computation and Language · Computer Science 2023-05-26 Michael J. Ryan , Tarek Naous , Wei Xu

We present a cross-lingual summarisation corpus with long documents in a source language associated with multi-sentence summaries in a target language. The corpus covers twelve language pairs and directions for four European languages,…

Computation and Language · Computer Science 2022-02-22 Laura Perez-Beltrachini , Mirella Lapata

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