CreativeNLG

fun-creativeNLG-papers

Papers about creative NLG in NLP

Tuhin Chakrabarty Chenghao Yang Yufei Tian

Background

Creative NLG and Computational Creativity is becoming popular more so with the advent of Language Models. We hope to provide a list of great papers that can serve as a reference for researchers interested in such topics. This repo mainly focuses on papers from ACL anthology, but would love to add resources from other conferences/journals.

Disclaimer: I am not able to cover all the papers in the list. But if you have any suggestions or want to add some relevant papers, please feel free to submit a pull request or email me. Your contribution means a lot!

Contents

• Paper List
  • Story Generation
  • Metaphor Generation
  • Humor Generation
  • Sarcasm Generation
  • Idiom Generation
  • Poetry Generation
  • Hyperbole Generation
  • Lyrics Generation

Story Generation

1. Plot-guided Adversarial Example Construction for Evaluating Open-domain Story Generation, Sarik Ghazarian, Zixi Liu, Akash S M, Ralph Weischedel, Aram Galstyan and Nanyun Peng, 2021
2. Choose Your Own Adventure: Paired Suggestions in Collaborative Writing for Evaluating Story Generation Models, Elizabeth Clark and Noah A. Smith 2021
3. Content Planning for Neural Story Generation with Aristotelian Rescoring, Seraphina Goldfarb-Tarrant, Tuhin Chakrabarty, Ralph Weischedel, Nanyun Peng, 2020
4. STORIUM: A Dataset and Evaluation Platform for Machine-in-the-Loop Story Generation. Nader Akoury, Shufan Wang, Josh Whiting, Stephen Hood, Nanyun Peng, Mohit Iyyer, 2020
5. A Knowledge-Enhanced Pretraining Model for Commonsense Story Generation, Jian Guan, Fei Huang, Minlie Huang, Zhihao Zhao, Xiaoyan Zhu, 2020
6. PlotMachines: Outline-Conditioned Generation with Dynamic Plot State Tracking, Hannah Rashkin, Asli Celikyilmaz, Yejin Choi, Jianfeng Gao, 2020
7. Automated Storytelling via Causal, Commonsense Plot Ordering Prithviraj Ammanabrolu, Wesley Cheung, William Broniec, Mark O. Riedl, 2020
8. Modeling Protagonist Emotions for Emotion-Aware Storytelling Faeze Brahman, Snigdha Chaturvedi, 2020
9. Cue Me In: Content-Inducing Approaches to Interactive Story Generation Faeze Brahman, Alenxandru Petrusca and Snigdha Chaturvedi, 2020
10. Strategies for Structuring Story Generation, Angela Fan, Mike Lewis, Yann Dauphin, 2019
11. Plan-And-Write: Towards Better Automatic Storytelling,Lili Yao, Nanyun Peng, Ralph Weischedel, Kevin Knight, Dongyan Zhao, Rui Yan, 2019
12. Counterfactual Story Reasoning and Generation, Lianhui Qin, Antoine Bosselut, Ari Holtzman, Chandra Bhagavatula, Elizabeth Clark, Yejin Choi, 2019
13. Improving Neural Story Generation by Targeted Common Sense Grounding Huanru Henry Mao, Bodhisattwa Prasad Majumder, Julian McAuley, Garrison Cottrell, 2019
14. Guided Neural Language Generation for Automated Storytelling Prithviraj Ammanabrolu, Ethan Tien, Wesley Cheung, Zhaochen Luo, William Ma, Lara Martin, Mark Riedl, 2019
15. Learning to Control the Fine-grained Sentiment for Story Ending Generation Fuli Luo, Damai Dai, Pengcheng Yang, Tianyu Liu, Baobao Chang, Zhifang Sui, Xu Sun, 2019
16. Story Realization: Expanding Plot Events into Sentences Prithviraj Ammanabrolu, Ethan Tien, Wesley Cheung, Zhaochen Luo, William Ma, Lara J. Martin, Mark O. Riedl, 2019
17. Hierarchical Neural Story Generation, Angela Fan, Mike Lewis, Yann Dauphin, 2018
18. Towards Controllable Story Generation, Nanyun Peng, Marjan Ghazvininejad, Jonathan May, Kevin Knight, 2018
19. Neural Text Generation in Stories Using Entity Representations as Context Elizabeth Clark, Yangfeng Ji, Noah A. Smith, 2018
20. Plot Induction and Evolutionary Search for Story Generation Neil McIntyre, Mirella Lapata, 2010

Metaphor Generation

1. Metaphor Generation with Conceptual Mappings Kevin Stowe,Tuhin Chakrabarty,Nanyun Peng,Smaranda Muresan,Iryna Gurevych 2021
2. MERMAID: Metaphor Generation with Symbolism and Discriminative Decoding Tuhin Chakrabarty ,Xurui Zhang, Smaranda Muresan and Nanyun Peng, 2021
3. Generating similes effortlessly like a Pro: A Style Transfer Approach for Simile Generation Tuhin Chakrabarty, Smaranda Muresan, Nanyun Peng, 2020
4. Metaphoric Paraphrase Generation Kevin Stowe, Leonardo Ribeiro, Iryna Gurevych, 2020
5. Metaphoria: An algorithmic companion for metaphor creation Katy Ilonka Gero, Lydia B Chilton, 2019
6. How to Avoid Sentences Spelling Boring? Towards a Neural Approach to Unsupervised Metaphor Generation, Zhiwei Yu, Xiaojun Wan, 2019
7. Exploring Metaphoric Paraphrase Generation Kevin Stowe, Nils Beck, Iryna Gurevych, 2021

Humor Generation

1. Homophonic Pun Generation with Lexically Constrained Rewriting Zhiwei Yu, Hongyu Zang, Xiaojun Wan, 2020
2. Stimulating Creativity with FunLines: A Case Study of Humor Generation in Headlines Nabil Hossain, John Krumm, Tanvir Sajed, Henry Kautz, 2020
3. "Judge me by my size (noun), do you?” YodaLib: A Demographic-Aware Humor Generation Framework Aparna Garimella, Carmen Banea, Nabil Hossain, Rada Mihalcea, 2020
4. Pun Generation with Surprise He He, Nanyun Peng, Percy Liang, 2019
5. Pun-GAN: Generative Adversarial Network for Pun Generation, Fuli Luo, Shunyao Li, Pengcheng Yang, Lei Li, Baobao Chang, Zhifang Sui, Xu Sun, 2019
6. "President Vows to Cut Taxes Hair": Dataset and Analysis of Creative Text Editing for Humorous Headlines Nabil Hossain, John Krumm, Michael Gamon, 2019
7. A Neural Approach to Pun Generation Zhiwei Yu, Jiwei Tan, Xiaojun Wan, 2018
8. Unsupervised joke generation from big data, Saša Petrović, David Matthews, 2013

Sarcasm Generation

1. Rˆ3: Reverse, Retrieve, and Rank for Sarcasm Generation with Commonsense Knowledge Tuhin Chakrabarty, Debanjan Ghosh, Smaranda Muresan, Nanyun Peng, 2020
2. A Modular Architecture for Unsupervised Sarcasm Generation Abhijit Mishra, Tarun Tater, Karthik Sankaranarayanan,2019
3. Chandler: An Explainable Sarcastic Response Generator Silviu Oprea, Steven Wilson, Walid Magdy, 2021

Idiom Generation

1. From Solving a Problem Boldly to Cutting the Gordian Knot: Idiomatic Text Generation Jianing Zhou, Hongyu Gong and Suma Bhat 2020

Poetry Generation and Translation

1. Don't Go Far Off: An Empirical Study on Neural Poetry Translation Tuhin Chakrabarty, Arkadiy Saakyan, Smaranda Muresan, 2021.
2. Automatic Poetry Generation from Prosaic Text. Tim Van de Cruys, 2020
3. Rigid Formats Controlled Text Generation. Piji Li, Haisong Zhang, Xiaojiang Liu ,Shuming Shi, 2020
4. MixPoet: Diverse Poetry Generation via Learning Controllable Mixed Latent Space Xiaoyuan Yi, Ruoyu Li, Cheng Yang, Wenhao Li and Maosong Sun, 2020
5. Generating Modern Poetry Automatically in Finnish. Mika Hämäläinen, Khalid Alnajjar, 2019.
6. Rhetorically Controlled Encoder-Decoder for Modern Chinese Poetry Generation Zhiqiang Liu, Zuohui Fu, Jie Cao, Gerard de Melo, Yik-Cheung Tam, Cheng Niu and Jie Zhou, 2019
7. Stylistic Chinese Poetry Generation via Unsupervised Style Disentanglement Cheng Yang, Maosong Sun, Xiaoyuan Yi, and Wenhao Li, 2018
8. Automatic Poetry Generation with Mutual Reinforcement Learning Xiaoyuan Yi, Maosong Sun, Ruoyu Li, and Wenhao Li, 2018.
9. Neural Poetry Translation Marjan Ghazvininejad, Yejin Choi, and Kevin Knight, 2018
10. Automatically Generating Rhythmic Verse with Neural Networks. Jack Hopkins, Douwe Kiela, 2017.
11. Generating Topical Poetry. Marjan Ghazvininejad, Xing Shi, Yejin Choi, Kevin Knight, 2016
12. "Poetic" Statistical Machine Translation: Rhyme and Meter Dmitriy Genzel, Jakob Uszkoreit, Franz Och, 2010

Hyperbole Generation

1. HypoGen - Hyperbole Generation with Commonsense and Counterfactual Knowledge Yufei Tian, Arvind krishna Sridhar, and Nanyun Peng, 2021
2. MOVER: Mask, Over-generate and Rank for Hyperbole Generation Yunxiang Zhang, Xiaojun Wan

Lyrics Generation

1. AI-Lyricist: Generating Music and Vocabulary Constrained Lyrics Xichu Ma, Ye Wang, Min-Yen Kan, Wee Sun Lee, 2021
2. Melody-Conditioned Lyrics Generation with SeqGANs Yihao Chen, Alexander Lerch, 2020
3. SongMASS: Automatic Song Writing with Pre-training and Alignment Constraint Zhonghao Sheng, Kaitao Song, Xu Tan, Yi Ren, Wei Ye, Shikun Zhang, Tao Qin, 2020
4. Modeling Structural Topic Transitions for Automatic Lyrics Generation Kento Watanabe, Yuichiroh Matsubayashi, Kentaro Inui, and Masataka Goto, 2014

Improv and Creative Dialogue Generation

1. Grounding Conversations with Improvised Dialogues. Hyundong Cho, Jonathan May, 2020