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Marathi is one of the most widely used languages in the world. One might expect that the latest advances in NLP research in languages like English reach such a large community. However, NLP advancements in English didn't immediately reach…

Computation and Language · Computer Science 2024-12-25 Asang Dani , Shailesh R Sathe

We present iNLTK, an open-source NLP library consisting of pre-trained language models and out-of-the-box support for Data Augmentation, Textual Similarity, Sentence Embeddings, Word Embeddings, Tokenization and Text Generation in 13 Indic…

Computation and Language · Computer Science 2021-02-15 Gaurav Arora

With nearly 1.5 billion people and more than 120 major languages, India represents one of the most diverse regions in the world. As multilingual Vision-Language Models (VLMs) gain prominence, robust evaluation methodologies are essential to…

Automatic speech recognition (ASR) performance has improved drastically in recent years, mainly enabled by self-supervised learning (SSL) based acoustic models such as wav2vec2 and large-scale multi-lingual training like Whisper. A huge…

Cultural competence, defined as the ability to understand and adapt to multicultural contexts, is increasingly vital for large language models (LLMs) in global environments. While several cultural benchmarks exist to assess LLMs' cultural…

Computation and Language · Computer Science 2025-09-16 Xinyu Zhang , Pei Zhang , Shuang Luo , Jialong Tang , Yu Wan , Baosong Yang , Fei Huang

Minority languages are vital to preserving cultural heritage, yet they face growing risks of extinction due to limited digital resources and the dominance of artificial intelligence models trained on high-resource languages. This white…

India is a multilingual society with 1369 rationalized languages and dialects being spoken across the country (INDIA, 2011). Of these, the 22 scheduled languages have a staggering total of 1.17 billion speakers and 121 languages have more…

Food Computing is currently a fast-growing field of research. Natural language processing (NLP) is also increasingly essential in this field, especially for recognising food entities. However, there are still only a few well-defined tasks…

Computation and Language · Computer Science 2022-04-19 Ania Wróblewska , Agnieszka Kaliska , Maciej Pawłowski , Dawid Wiśniewski , Witold Sosnowski , Agnieszka Ławrynowicz

Democratizing access to natural language processing (NLP) technology is crucial, especially for underrepresented and extremely low-resource languages. Previous research has focused on developing labeled and unlabeled corpora for these…

Electronic Health Records (EHRs) offer considerable potential for clinical prediction, but their complexity and heterogeneity challenge traditional machine learning. Domain-specific EHR foundation models trained on unlabeled EHR data have…

Millions of users across the globe turn to AI chatbots for their creative needs, inviting widespread interest in understanding how they represent diverse cultures. However, evaluating cultural representations in open-ended tasks remains…

Human-Computer Interaction · Computer Science 2026-02-02 Kirti Bhagat , Shaily Bhatt , Athul Velagapudi , Aditya Vashistha , Shachi Dave , Danish Pruthi

We present sentence aligned parallel corpora across 10 Indian Languages - Hindi, Telugu, Tamil, Malayalam, Gujarati, Urdu, Bengali, Oriya, Marathi, Punjabi, and English - many of which are categorized as low resource. The corpora are…

Computation and Language · Computer Science 2020-07-16 Shashank Siripragada , Jerin Philip , Vinay P. Namboodiri , C V Jawahar

Recent research in multilingual language models (LM) has demonstrated their ability to effectively handle multiple languages in a single model. This holds promise for low web-resource languages (LRL) as multilingual models can enable…

Computation and Language · Computer Science 2021-06-10 Yash Khemchandani , Sarvesh Mehtani , Vaidehi Patil , Abhijeet Awasthi , Partha Talukdar , Sunita Sarawagi

Developing a high-performing large language models (LLMs) for low-resource languages such as Urdu, present several challenges. These challenges include the scarcity of high-quality datasets, multilingual inconsistencies, and safety…

Computation and Language · Computer Science 2025-10-13 Muhammad Ali Shafique , Kanwal Mehreen , Muhammad Arham , Maaz Amjad , Sabur Butt , Hamza Farooq

Grammatical error correction (GEC) is an important task in Natural Language Processing that aims to automatically detect and correct grammatical mistakes in text. While recent advances in transformer-based models and large annotated…

Computation and Language · Computer Science 2025-11-26 Somsubhra De , Harsh Kumar , Arun Prakash A

Large language models (LLMs) have demonstrated significant capabilities in solving mathematical problems expressed in natural language. However, multilingual and culturally-grounded mathematical reasoning in low-resource languages lags…

Computation and Language · Computer Science 2026-04-21 Israel Abebe Azime , Tadesse Destaw Belay , Dietrich Klakow , Philipp Slusallek , Anshuman Chhabra

Developing high-quality large language models (LLMs) for moderately resourced languages presents unique challenges in data availability, model adaptation, and evaluation. We introduce Llama-3-Nanda-10B-Chat, or Nanda for short, a…

Large language models (LLMs) often lack culture-specific knowledge of daily life, especially across diverse regions and non-English languages. Existing benchmarks for evaluating LLMs' cultural sensitivities are limited to a single language…

Multilingual large language models (LLMs) today may not necessarily provide culturally appropriate and relevant responses to its Filipino users. We introduce Kalahi, a cultural LLM evaluation suite collaboratively created by native Filipino…

Although recipe data are very easy to come by nowadays, it is really hard to find a complete recipe dataset - with a list of ingredients, nutrient values per ingredient, and per recipe, allergens, etc. Recipe datasets are usually collected…

Computation and Language · Computer Science 2023-02-03 Gordana Ispirova , Tome Eftimov , Barbara Koroušić Seljak
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