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The rendering of Sanskrit poetry from text to speech is a problem that has not been solved before. One reason may be the complications in the language itself. We present unique algorithms based on extensive empirical analysis, to synthesize…

Computation and Language · Computer Science 2014-09-16 Rama N. , Meenakshi Lakshmanan

Poetry generation in Sanskrit typically requires the verse to be semantically coherent and adhere to strict prosodic rules. In Sanskrit prosody, every line of a verse is typically a fixed length sequence of syllables adhering to prescribed…

Computation and Language · Computer Science 2026-03-26 Manoj Balaji Jagadeeshan , Atul Singh , Nallani Chakravartula Sahith , Amrith Krishna , Pawan Goyal

Poetry Generation involves teaching systems to automatically generate text that resembles poetic work. A deep learning system can learn to generate poetry on its own by training on a corpus of poems and modeling the particular style of…

Computation and Language · Computer Science 2020-02-10 Brendan Bena , Jugal Kalita

Poetry-writing in Sanskrit is riddled with problems for even those who know the language well. This is so because the rules that govern Sanskrit prosody are numerous and stringent. We propose a computational algorithm that converts prose…

Computation and Language · Computer Science 2010-03-09 Rama N. , Meenakshi Lakshmanan

Sanskrit poetry has played a significant role in shaping the literary and cultural landscape of the Indian subcontinent for centuries. However, not much attention has been devoted to uncovering the hidden beauty of Sanskrit poetry in…

Computation and Language · Computer Science 2023-08-15 Jivnesh Sandhan , Amruta Barbadikar , Malay Maity , Pavankumar Satuluri , Tushar Sandhan , Ravi M. Gupta , Pawan Goyal , Laxmidhar Behera

High-quality automated poetry generation systems are currently only available for a small subset of languages. We introduce a new model for generating poetry in Czech language, based on fine-tuning a pre-trained Large Language Model. We…

Computation and Language · Computer Science 2024-07-19 Michal Chudoba , Rudolf Rosa

State-of-the-art poetry generation systems are often complex. They either consist of task-specific model pipelines, incorporate prior knowledge in the form of manually created constraints, or both. In contrast, end-to-end models would not…

Computation and Language · Computer Science 2024-03-05 Jonas Belouadi , Steffen Eger

Machine translation (MT) has historically faced significant challenges when applied to literary works, particularly in the domain of poetry translation. The advent of Large Language Models such as ChatGPT holds potential for innovation in…

Computation and Language · Computer Science 2024-06-06 Shanshan Wang , Derek F. Wong , Jingming Yao , Lidia S. Chao

In this paper, we propose a joint architecture that captures language, rhyme and meter for sonnet modelling. We assess the quality of generated poems using crowd and expert judgements. The stress and rhyme models perform very well, as…

Computation and Language · Computer Science 2018-07-11 Jey Han Lau , Trevor Cohn , Timothy Baldwin , Julian Brooke , Adam Hammond

This paper presents a systematic investigation into the constrained generation capabilities of large language models (LLMs) in producing Songci, a classical Chinese poetry form characterized by strict structural, tonal, and rhyme…

Computation and Language · Computer Science 2026-02-19 Zhan Qu , Shuzhou Yuan , Michael Färber

There is an abundance of digitised texts available in Sanskrit. However, the word segmentation task in such texts are challenging due to the issue of 'Sandhi'. In Sandhi, words in a sentence often fuse together to form a single chunk of…

Computation and Language · Computer Science 2018-02-20 Vikas Reddy , Amrith Krishna , Vishnu Dutt Sharma , Prateek Gupta , Vineeth M R , Pawan Goyal

Large Language Models (LLMs) are increasingly treated as universal, general-purpose solutions across NLP tasks, particularly in English. But does this assumption hold for low-resource, morphologically rich languages such as Sanskrit? We…

Computation and Language · Computer Science 2025-11-12 Kunal Kingkar Das , Manoj Balaji Jagadeeshan , Nallani Chakravartula Sahith , Jivnesh Sandhan , Pawan Goyal

Large Language Models (LLMs) can compose poetry, but how far are they from human poets? In this paper, we introduce POEMetric, the first comprehensive framework for poetry evaluation, examining 1) basic instruction-following abilities in…

Computation and Language · Computer Science 2026-04-07 Bingru Li , Han Wang , Hazel Wilkinson

Large pre-trained language models have been used to generate code,providing a flexible interface for synthesizing programs from natural language specifications. However, they often violate syntactic and semantic rules of their output…

Machine Learning · Computer Science 2022-01-28 Gabriel Poesia , Oleksandr Polozov , Vu Le , Ashish Tiwari , Gustavo Soares , Christopher Meek , Sumit Gulwani

Poetry has long been a central art form for Arabic speakers, serving as a powerful medium of expression and cultural identity. While modern Arabic speakers continue to value poetry, existing research on Arabic poetry within Large Language…

Computation and Language · Computer Science 2026-05-01 Abdelrahman Sadallah , Kareem Elozeiri , Mervat Abassy , Rania Elbadry , Mohamed Anwar , Abed Alhakim Freihat , Preslav Nakov , Fajri Koto

This study provides Urdu poetry generated using different deep-learning techniques and algorithms. The data was collected through the Rekhta website, containing 1341 text files with several couplets. The data on poetry was not from any…

Computation and Language · Computer Science 2023-09-26 Muhammad Shoaib Farooq , Ali Abbas

Automatic Chinese classical poetry generation has attracted much research interest, but achieving effective control over format and content simultaneously remains challenging. Traditional systems usually accept keywords as user inputs,…

Computation and Language · Computer Science 2024-03-21 Chengyue Yu , Lei Zang , Jiaotuan Wang , Chenyi Zhuang , Jinjie Gu

Deep Learning techniques are powerful in mimicking humans in a particular set of problems. They have achieved a remarkable performance in complex learning tasks. Deep learning inspired Neural Machine Translation (NMT) is a proficient…

Computation and Language · Computer Science 2021-10-04 Vishvajit Bakarola , Jitendra Nasriwala

Poetry generation is an interesting research topic in the field of text generation. As one of the most valuable literary and cultural heritages of China, Chinese classical poetry is very familiar and loved by Chinese people from generation…

Computation and Language · Computer Science 2020-03-26 Jinyi Hu , Maosong Sun

Controllable text generation is a challenging and meaningful field in natural language generation (NLG). Especially, poetry generation is a typical one with well-defined and strict conditions for text generation which is an ideal playground…

Computation and Language · Computer Science 2023-12-20 Zhiyuan Hu , Chumin Liu , Yue Feng , Anh Tuan Luu , Bryan Hooi
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