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Long-form generation is crucial for a wide range of practical applications, typically categorized into short-to-long and long-to-long generation.
Eli5: Long form question answering
Angela Fan, Yacine Jernite, Ethan Perez, David Grangier, Jason Weston, and Michael Auli. 2019 · 1907
Earlier work this paper cites.
Gradient-based learning applied to document recognition
Yann LeCun, Léon Bottou, Yoshua Bengio, and Patrick Haffner. 1998 · 1998
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Deep residual learning for image recognition
Kaiming He, Xiangyu Zhang, Shaoqing Ren, and Jian Sun. 2015 · 2015
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Deep learning and the information bottleneck principle
Naftali Tishby and Noga Zaslavsky. 2015 · 2015
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Hurdles to progress in long-form question answering
Kalpesh Krishna, Aurko Roy, and Mohit Iyyer. 2021 · 2021
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Generating a structured summary of numerous academic papers: Dataset and method
Shuaiqi LIU, Jiannong Cao, Ruosong Yang, and Zhiyuan Wen. 2022 · 2022
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Expository text generation: Imitate, retrieve, paraphrase
Nishant Balepur, Jie Huang, and Kevin Chang. 2023 · 2023
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SciReviewGen: A large-scale dataset for automatic literature review generation
Tetsu Kasanishi, Masaru Isonuma, Junichiro Mori, and Ichiro Sakata. 2023 · 2023
Cited alongside, same era.
FActScore: Fine-grained atomic evaluation of factual precision in long form text generation
Sewon Min, Kalpesh Krishna, Xinxi Lyu, Mike Lewis, Wen-tau Yih, Pang Wei Koh, Mohit Iyyer, Luke Zettlemoyer, and Hannaneh Hajishirzi. 2023 · 2023
Cited alongside, same era.
Surveysum: A dataset for summarizing multiple scientific articles into a survey section
Leandro Carísio Fernandes, Gustavo Bartz Guedes, Thiago Soares Laitz, Thales Sales Almeida, Rodrigo Nogueira, Roberto Lotufo, and Jayr Pereira. 2024 · 2024
Cited alongside, same era.
Hireview: Hierarchical taxonomy-driven automatic literature review generation
Yuntong Hu, Zhuofeng Li, Zheng Zhang, Chen Ling, Raasikh Kanjiani, Boxin Zhao, and Liang Zhao. 2024 · 2024
Cited alongside, same era.
Overview of the nlpcc2024 shared task 6: Scientific literature survey generation
Yangjie Tian, Xungang Gu, Aijia Li, He Zhang, Ruohua Xu, Yunfeng Li, and Ming Liu. 2024 · 2024
Later among the works it cites.
Llm × \times mapreduce: Simplified long-sequence processing using large language models
Zihan Zhou, Chong Li, Xinyi Chen, Shuo Wang, Yu Chao, Zhili Li, Haoyu Wang, Rongqiao An, Qi Shi, Zhixing Tan, Xu Han, Xiaodong Shi, Zhiyuan Liu, and Maosong Sun. 2024 · 2024
Later among the works it cites.
Longwriter: Unleashing 10,000+ word generation from long context LLMs
Yushi Bai, Jiajie Zhang, Xin Lv, Linzhi Zheng, Siqi Zhu, Lei Hou, Yuxiao Dong, Jie Tang, and Juanzi Li. 2025 · 2025
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Jiawei Gu, Xuhui Jiang, Zhichao Shi, Hexiang Tan, Xuehao Zhai, Chengjin Xu, Wei Li, Yinghan Shen, Shengjie Ma, Honghao Liu, Saizhuo Wang, Kun Zhang, Yuanzhuo Wang, Wen Gao, Lionel Ni, and Jian Guo. 2025 · 2025
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Yucheng Jiang, Yijia Shao, Dekun Ma, Sina J. Semnani, and Monica S. Lam. 2024 · 2024
Cited alongside, same era.
Assisting in writing Wikipedia-like articles from scratch with large language models
Yijia Shao, Yucheng Jiang, Theodore Kanell, Peter Xu, Omar Khattab, and Monica Lam. 2024 · 2024
Cited alongside, same era.
Gemini: A family of highly capable multimodal models
Gemini Team. 2024a
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Qwen2.5: A party of foundation models
Qwen Team. 2024b
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Mineru: An open-source solution for precise document content extraction
Bin Wang, Chao Xu, Xiaomeng Zhao, Linke Ouyang, Fan Wu, Zhiyuan Zhao, Rui Xu, Kaiwen Liu, Yuan Qu, Fukai Shang, Bo Zhang, Liqun Wei, Zhihao Sui, Wei Li, Botian Shi, Yu Qiao, Dahua Lin, and Conghui He. 2024a
Cited in the paper.
Autosurvey: Large language models can automatically write surveys
Yidong Wang, Qi Guo, Wenjin Yao, Hongbo Zhang, Xin Zhang, Zhen Wu, Meishan Zhang, Xinyu Dai, Min zhang, Qingsong Wen, Wei Ye, Shikun Zhang, and Yue Zhang. 2024b
Cited in the paper.
Yichen He, Guanhua Huang, Peiyuan Feng, Yuan Lin, Yuchen Zhang, Hang Li, and Weinan E. 2025 · 2025
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Omnithink: Expanding knowledge boundaries in machine writing through thinking
Zekun Xi, Wenbiao Yin, Jizhan Fang, Jialong Wu, Runnan Fang, Ningyu Zhang, Jiang Yong, Pengjun Xie, Fei Huang, and Huajun Chen. 2025 · 2025
Closest in time.