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Large language models (LLMs) have been shown to be able to perform new tasks based on a few demonstrations or natural language instructions. While these capabilities have led to widespread adoption, most LLMs are developed by resource-rich…

Computation and Language · Computer Science 2023-06-28 BigScience Workshop , : , Teven Le Scao , Angela Fan , Christopher Akiki , Ellie Pavlick , Suzana Ilić , Daniel Hesslow , Roman Castagné , Alexandra Sasha Luccioni , François Yvon , Matthias Gallé , Jonathan Tow , Alexander M. Rush , Stella Biderman , Albert Webson , Pawan Sasanka Ammanamanchi , Thomas Wang , Benoît Sagot , Niklas Muennighoff , Albert Villanova del Moral , Olatunji Ruwase , Rachel Bawden , Stas Bekman , Angelina McMillan-Major , Iz Beltagy , Huu Nguyen , Lucile Saulnier , Samson Tan , Pedro Ortiz Suarez , Victor Sanh , Hugo Laurençon , Yacine Jernite , Julien Launay , Margaret Mitchell , Colin Raffel , Aaron Gokaslan , Adi Simhi , Aitor Soroa , Alham Fikri Aji , Amit Alfassy , Anna Rogers , Ariel Kreisberg Nitzav , Canwen Xu , Chenghao Mou , Chris Emezue , Christopher Klamm , Colin Leong , Daniel van Strien , David Ifeoluwa Adelani , Dragomir Radev , Eduardo González Ponferrada , Efrat Levkovizh , Ethan Kim , Eyal Bar Natan , Francesco De Toni , Gérard Dupont , Germán Kruszewski , Giada Pistilli , Hady Elsahar , Hamza Benyamina , Hieu Tran , Ian Yu , Idris Abdulmumin , Isaac Johnson , Itziar Gonzalez-Dios , Javier de la Rosa , Jenny Chim , Jesse Dodge , Jian Zhu , Jonathan Chang , Jörg Frohberg , Joseph Tobing , Joydeep Bhattacharjee , Khalid Almubarak , Kimbo Chen , Kyle Lo , Leandro Von Werra , Leon Weber , Long Phan , Loubna Ben allal , Ludovic Tanguy , Manan Dey , Manuel Romero Muñoz , Maraim Masoud , María Grandury , Mario Šaško , Max Huang , Maximin Coavoux , Mayank Singh , Mike Tian-Jian Jiang , Minh Chien Vu , Mohammad A. Jauhar , Mustafa Ghaleb , Nishant Subramani , Nora Kassner , Nurulaqilla Khamis , Olivier Nguyen , Omar Espejel , Ona de Gibert , Paulo Villegas , Peter Henderson , Pierre Colombo , Priscilla Amuok , Quentin Lhoest , Rheza Harliman , Rishi Bommasani , Roberto Luis López , Rui Ribeiro , Salomey Osei , Sampo Pyysalo , Sebastian Nagel , Shamik Bose , Shamsuddeen Hassan Muhammad , Shanya Sharma , Shayne Longpre , Somaieh Nikpoor , Stanislav Silberberg , Suhas Pai , Sydney Zink , Tiago Timponi Torrent , Timo Schick , Tristan Thrush , Valentin Danchev , Vassilina Nikoulina , Veronika Laippala , Violette Lepercq , Vrinda Prabhu , Zaid Alyafeai , Zeerak Talat , Arun Raja , Benjamin Heinzerling , Chenglei Si , Davut Emre Taşar , Elizabeth Salesky , Sabrina J. Mielke , Wilson Y. Lee , Abheesht Sharma , Andrea Santilli , Antoine Chaffin , Arnaud Stiegler , Debajyoti Datta , Eliza Szczechla , Gunjan Chhablani , Han Wang , Harshit Pandey , Hendrik Strobelt , Jason Alan Fries , Jos Rozen , Leo Gao , Lintang Sutawika , M Saiful Bari , Maged S. Al-shaibani , Matteo Manica , Nihal Nayak , Ryan Teehan , Samuel Albanie , Sheng Shen , Srulik Ben-David , Stephen H. Bach , Taewoon Kim , Tali Bers , Thibault Fevry , Trishala Neeraj , Urmish Thakker , Vikas Raunak , Xiangru Tang , Zheng-Xin Yong , Zhiqing Sun , Shaked Brody , Yallow Uri , Hadar Tojarieh , Adam Roberts , Hyung Won Chung , Jaesung Tae , Jason Phang , Ofir Press , Conglong Li , Deepak Narayanan , Hatim Bourfoune , Jared Casper , Jeff Rasley , Max Ryabinin , Mayank Mishra , Minjia Zhang , Mohammad Shoeybi , Myriam Peyrounette , Nicolas Patry , Nouamane Tazi , Omar Sanseviero , Patrick von Platen , Pierre Cornette , Pierre François Lavallée , Rémi Lacroix , Samyam Rajbhandari , Sanchit Gandhi , Shaden Smith , Stéphane Requena , Suraj Patil , Tim Dettmers , Ahmed Baruwa , Amanpreet Singh , Anastasia Cheveleva , Anne-Laure Ligozat , Arjun Subramonian , Aurélie Névéol , Charles Lovering , Dan Garrette , Deepak Tunuguntla , Ehud Reiter , Ekaterina Taktasheva , Ekaterina Voloshina , Eli Bogdanov , Genta Indra Winata , Hailey Schoelkopf , Jan-Christoph Kalo , Jekaterina Novikova , Jessica Zosa Forde , Jordan Clive , Jungo Kasai , Ken Kawamura , Liam Hazan , Marine Carpuat , Miruna Clinciu , Najoung Kim , Newton Cheng , Oleg Serikov , Omer Antverg , Oskar van der Wal , Rui Zhang , Ruochen Zhang , Sebastian Gehrmann , Shachar Mirkin , Shani Pais , Tatiana Shavrina , Thomas Scialom , Tian Yun , Tomasz Limisiewicz , Verena Rieser , Vitaly Protasov , Vladislav Mikhailov , Yada Pruksachatkun , Yonatan Belinkov , Zachary Bamberger , Zdeněk Kasner , Alice Rueda , Amanda Pestana , Amir Feizpour , Ammar Khan , Amy Faranak , Ana Santos , Anthony Hevia , Antigona Unldreaj , Arash Aghagol , Arezoo Abdollahi , Aycha Tammour , Azadeh HajiHosseini , Bahareh Behroozi , Benjamin Ajibade , Bharat Saxena , Carlos Muñoz Ferrandis , Daniel McDuff , Danish Contractor , David Lansky , Davis David , Douwe Kiela , Duong A. Nguyen , Edward Tan , Emi Baylor , Ezinwanne Ozoani , Fatima Mirza , Frankline Ononiwu , Habib Rezanejad , Hessie Jones , Indrani Bhattacharya , Irene Solaiman , Irina Sedenko , Isar Nejadgholi , Jesse Passmore , Josh Seltzer , Julio Bonis Sanz , Livia Dutra , Mairon Samagaio , Maraim Elbadri , Margot Mieskes , Marissa Gerchick , Martha Akinlolu , Michael McKenna , Mike Qiu , Muhammed Ghauri , Mykola Burynok , Nafis Abrar , Nazneen Rajani , Nour Elkott , Nour Fahmy , Olanrewaju Samuel , Ran An , Rasmus Kromann , Ryan Hao , Samira Alizadeh , Sarmad Shubber , Silas Wang , Sourav Roy , Sylvain Viguier , Thanh Le , Tobi Oyebade , Trieu Le , Yoyo Yang , Zach Nguyen , Abhinav Ramesh Kashyap , Alfredo Palasciano , Alison Callahan , Anima Shukla , Antonio Miranda-Escalada , Ayush Singh , Benjamin Beilharz , Bo Wang , Caio Brito , Chenxi Zhou , Chirag Jain , Chuxin Xu , Clémentine Fourrier , Daniel León Periñán , Daniel Molano , Dian Yu , Enrique Manjavacas , Fabio Barth , Florian Fuhrimann , Gabriel Altay , Giyaseddin Bayrak , Gully Burns , Helena U. Vrabec , Imane Bello , Ishani Dash , Jihyun Kang , John Giorgi , Jonas Golde , Jose David Posada , Karthik Rangasai Sivaraman , Lokesh Bulchandani , Lu Liu , Luisa Shinzato , Madeleine Hahn de Bykhovetz , Maiko Takeuchi , Marc Pàmies , Maria A Castillo , Marianna Nezhurina , Mario Sänger , Matthias Samwald , Michael Cullan , Michael Weinberg , Michiel De Wolf , Mina Mihaljcic , Minna Liu , Moritz Freidank , Myungsun Kang , Natasha Seelam , Nathan Dahlberg , Nicholas Michio Broad , Nikolaus Muellner , Pascale Fung , Patrick Haller , Ramya Chandrasekhar , Renata Eisenberg , Robert Martin , Rodrigo Canalli , Rosaline Su , Ruisi Su , Samuel Cahyawijaya , Samuele Garda , Shlok S Deshmukh , Shubhanshu Mishra , Sid Kiblawi , Simon Ott , Sinee Sang-aroonsiri , Srishti Kumar , Stefan Schweter , Sushil Bharati , Tanmay Laud , Théo Gigant , Tomoya Kainuma , Wojciech Kusa , Yanis Labrak , Yash Shailesh Bajaj , Yash Venkatraman , Yifan Xu , Yingxin Xu , Yu Xu , Zhe Tan , Zhongli Xie , Zifan Ye , Mathilde Bras , Younes Belkada , Thomas Wolf

The use of language models for generating lyrics and poetry has received an increased interest in the last few years. They pose a unique challenge relative to standard natural language problems, as their ultimate purpose is reative, notions…

Artificial Intelligence · Computer Science 2018-11-13 Pablo Samuel Castro , Maria Attarian

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

We propose a novel study on authorship attribution for Chinese lyrics, a domain where clean, public datasets are sorely lacking. Our contributions are twofold: (1) we create a new, balanced dataset of Chinese lyrics spanning multiple…

Computation and Language · Computer Science 2025-12-01 Yuxin Li , Lorraine Xu , Meng Fan Wang

Large Language Models (LLMs) are increasingly applied to creative domains, yet their performance in classical Chinese poetry generation and evaluation remains poorly understood. We propose a three-step evaluation framework that combines…

Computation and Language · Computer Science 2026-04-24 Bolei Ma , Yina Yao , Anna-Carolina Haensch

This paper presents a novel, syllable-structured Chinese lyrics generation model given a piece of original melody. Most previously reported lyrics generation models fail to include the relationship between lyrics and melody. In this work,…

Computation and Language · Computer Science 2019-06-25 Xu Lu , Jie Wang , Bojin Zhuang , Shaojun Wang , Jing Xiao

In recent years, the use of large language models (LLMs) to generate music content, particularly lyrics, has gained in popularity. These advances provide valuable tools for artists and enhance their creative processes, but they also raise…

Computation and Language · Computer Science 2025-04-25 Yanis Labrak , Markus Frohmann , Gabriel Meseguer-Brocal , Elena V. Epure

As a precious part of the human cultural heritage, Chinese poetry has influenced people for generations. Automatic poetry composition is a challenge for AI. In recent years, significant progress has been made in this area benefiting from…

Artificial Intelligence · Computer Science 2018-09-13 Xiaoyuan Yi , Ruoyu Li , Maosong Sun

The definition generation task aims to generate a word's definition within a specific context automatically. However, owing to the lack of datasets for different complexities, the definitions produced by models tend to keep the same…

Computation and Language · Computer Science 2022-09-30 Jiaxin Yuan , Cunliang Kong , Chenhui Xie , Liner Yang , Erhong Yang

It has been shown that Chinese poems can be successfully generated by sequence-to-sequence neural models, particularly with the attention mechanism. A potential problem of this approach, however, is that neural models can only learn…

Artificial Intelligence · Computer Science 2017-05-11 Jiyuan Zhang , Yang Feng , Dong Wang , Yang Wang , Andrew Abel , Shiyue Zhang , Andi Zhang

The generation of classical Chinese \textit{Ci} poetry, a form demanding a sophisticated blend of structural rigidity, rhythmic harmony, and artistic quality, poses a significant challenge for large language models (LLMs). To systematically…

Computation and Language · Computer Science 2026-02-17 Shangqing Zhao , Yupei Ren , Yuhao Zhou , Xiaopeng Bai , Man Lan

Although lyrics generation has achieved significant progress in recent years, it has limited practical applications because the generated lyrics cannot be performed without composing compatible melodies. In this work, we bridge this…

Computation and Language · Computer Science 2023-05-29 Yusen Sun , Liangyou Li , Qun Liu , Dit-Yan Yeung

Although capable of generating creative text, Large Language Models (LLMs) are poor judges of what constitutes "creativity". In this work, we show that we can leverage this knowledge of how to write creatively in order to better judge what…

Computation and Language · Computer Science 2024-12-10 Matthew Lyle Olson , Neale Ratzlaff , Musashi Hinck , Shao-yen Tseng , Vasudev Lal

Nowadays, listening music has been and will always be an indispensable part of our daily life. In recent years, sentiment analysis of music has been widely used in the information retrieval systems, personalized recommendation systems and…

Computation and Language · Computer Science 2019-06-18 Jie Wang , Yilin Yang

This paper assesses the potential for large language models (LLMs) to serve as assistive tools in the creative writing process, by means of a single, in-depth case study. In the course of the study, we develop interactive and multi-voice…

Computation and Language · Computer Science 2023-12-08 Murray Shanahan , Catherine Clarke

The rapid development of advanced large language models (LLMs) has made AI-generated text indistinguishable from human-written text. Previous work on detecting AI-generated text has made effective progress, but has not involved modern…

Computation and Language · Computer Science 2025-09-03 Shanshan Wang , Junchao Wu , Fengying Ye , Jingming Yao , Lidia S. Chao , Derek F. Wong

Different from the traditional translation tasks, classical Chinese poetry translation requires both adequacy and fluency in translating culturally and historically significant content and linguistic poetic elegance. Large language models…

Computation and Language · Computer Science 2024-12-31 Andong Chen , Lianzhang Lou , Kehai Chen , Xuefeng Bai , Yang Xiang , Muyun Yang , Tiejun Zhao , Min Zhang

As an exquisite and concise literary form, poetry is a gem of human culture. Automatic poetry generation is an essential step towards computer creativity. In recent years, several neural models have been designed for this task. However,…

Artificial Intelligence · Computer Science 2018-09-13 Xiaoyuan Yi , Maosong Sun , Ruoyu Li , Zonghan Yang

Lyrics-to-melody generation is an interesting and challenging topic in AI music research field. Due to the difficulty of learning the correlations between lyrics and melody, previous methods suffer from low generation quality and lack of…

Sound · Computer Science 2023-06-06 Zhe Zhang , Yi Yu , Atsuhiro Takasu

The rapidly evolving multimodal Large Language Models (LLMs) urgently require new benchmarks to uniformly evaluate their performance on understanding and textually describing music. However, due to semantic gaps between Music Information…

Sound · Computer Science 2024-06-14 Zihao Wang , Shuyu Li , Tao Zhang , Qi Wang , Pengfei Yu , Jinyang Luo , Yan Liu , Ming Xi , Kejun Zhang
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