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This paper tackles \textbf{open-ended deep research (OEDR)}, a complex challenge where AI agents must synthesize vast web-scale information into insightful reports.
Re3: Generating longer stories with recursive reprompting and revision
Kevin Yang, Yuandong Tian, Nanyun Peng, and Dan Klein · 2022
Earlier work this paper cites.
LangChain: Building applications with LLMs through composability, 2023
LangChain, Inc · 2023
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Lost in the middle: How language models use long contexts
Nelson F Liu, Kevin Lin, John Hewitt, Ashwin Paranjape, Michele Bevilacqua, Fabio Petroni, and Percy Liang · 2023
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Gaia: a benchmark for general ai assistants
Grégoire Mialon, Clémentine Fourrier, Thomas Wolf, Yann LeCun, and Thomas Scialom · 2023
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DOC: improving long story coherence with detailed outline control
Kevin Yang, Dan Klein, Nanyun Peng, and Yuandong Tian · 2023
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React: Synergizing reasoning and acting in language models
Shunyu Yao, Jeffrey Zhao, Dian Yu, Nan Du, Izhak Shafran, Karthik Narasimhan, and Yuan Cao · 2023
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Judging LLM-as-a-judge with MT-Bench and Chatbot Arena
Lianmin Zheng, Wei-Lin Chiang, Ying Sheng, Siyuan Zhuang, Zhanghao Wu, Yonghao Zhuang, Zi Lin, Zhuohan Li, Dacheng Li, Eric P. Xing, Hao Zhang, Joseph E. Gonzalez, and Ion Stoica · 2023
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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 · 2024
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A survey on large language models for code generation
Juyong Jiang, Fan Wang, Jiasi Shen, Sungju Kim, and Sunghun Kim · 2024
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Aixin Liu, Bei Feng, Bing Xue, Bingxuan Wang, Bochao Wu, Chengda Lu, Chenggang Zhao, Chengqi Deng, Chenyu Zhang, Chong Ruan, et al · 2024
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Researchy questions: A dataset of multi-perspective, decompositional questions for LLM web agents
Corby Rosset, Ho-Lam Chung, Guanghui Qin, Ethan C. Chau, Zhuo Feng, Ahmed Awadallah, Jennifer Neville, and Nikhil Rao · 2024
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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
Earlier work this paper cites.
gpt-oss-120b & gpt-oss-20b model card
Sandhini Agarwal, Lama Ahmad, Jason Ai, Sam Altman, Andy Applebaum, Edwin Arbus, Rahul K Arora, Yu Bai, Bowen Baker, Haiming Bao, et al · 2025
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Meet claude, 2025
anthropic · 2025
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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
Cited alongside, same era.
Deepresearchgym: A free, transparent, and reproducible evaluation sandbox for deep research
João Coelho, Jingjie Ning, Jingyuan He, Kangrui Mao, Abhijay Paladugu, Pranav Setlur, Jiahe Jin, Jamie Callan, João Magalhães, Bruno Martins, et al · 2025
Cited alongside, same era.
Deep consult
Deep Consult · 2025
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WebResearcher: Unleashing unbounded reasoning capability in Long-Horizon Agents, 2025
Zile Qiao, Guoxin Chen, Xuanzhong Chen, Donglei Yu, Wenbiao Yin, Xinyu Wang, Zhen Zhang, Baixuan Li, Huifeng Yin, Kuan Li, Rui Min, Minpeng Liao, Yong Jiang, Pengjun Xie, Fei Huang, and Jingren Zhou · 2025
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QwQ-32B: Embracing the power of reinforcement learning, March 2025
Qwen Team · 2025
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Open-source deepresearch – freeing our search agents
Aymeric Roucher, Albert Villanova del Moral, merve, Thomas Wolf, and Clémentine Fourrier · 2025
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Scisage: A multi-agent framework for high-quality scientific survey generation
Xiaofeng Shi, Qian Kou, Yuduo Li, Ning Tang, Jinxin Xie, Longbin Yu, Songjing Wang, and Hua Zhou · 2025
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Scaling agents via continual pre-training, 2025
Liangcai Su, Zhen Zhang, Guangyu Li, Zhuo Chen, Chenxi Wang, Maojia Song, Xinyu Wang, Kuan Li, Jialong Wu, Xuanzhong Chen, Zile Qiao, Zhongwang Zhang, Huifeng Yin, Shihao Cai, Runnan Fang, Zhengwei Tao, Wenbiao Yin, et al · 2025
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alphaXiv searches the wider corpus for related work and actual follow-ups.
alphaXiv is searching for related work…
Google DeepMind · 2025
Cited alongside, same era.
Deepresearch bench: A comprehensive benchmark for deep research agents
Mingxuan Du, Benfeng Xu, Chiwei Zhu, Xiaorui Wang, and Zhendong Mao · 2025
Cited alongside, same era.
Towards general agentic intelligence via environment scaling, 2025
Runnan Fang, Shihao Cai, Baixuan Li, Jialong Wu, Guangyu Li, Wenbiao Yin, Xinyu Wang, Xiaobin Wang, Liangcai Su, Zhen Zhang, Shibin Wu, Zhengwei Tao, Yong Jiang, Pengjun Xie, Fei Huang, and Jingren Zhou · 2025
Cited alongside, same era.
Try deep research and our new experimental model in gemini, your ai assistant, 2025
google · 2025
Cited alongside, same era.
Deep researcher with test-time diffusion
Rujun Han, Yanfei Chen, Zoey CuiZhu, Lesly Miculicich, Guan Sun, Yuanjun Bi, Weiming Wen, Hui Wan, Chunfeng Wen, Solène Maître, George Lee, Vishy Tirumalashetty, Emily Xue, Zizhao Zhang, Salem Haykal, Burak Gokturk, Tomas Pfister, and Chen-Yu Lee · 2025
Cited alongside, same era.
Agents’ room: Narrative generation through multi-step collaboration
Fantine Huot, Reinald Kim Amplayo, Jennimaria Palomaki, Alice Shoshana Jakobovits, Elizabeth Clark, and Mirella Lapata · 2025
Cited alongside, same era.
Towards long context hallucination detection
Siyi Liu, Kishaloy Halder, Zheng Qi, Wei Xiao, Nikolaos Pappas, Phu Mon Htut, Neha Anna John, Yassine Benajiba, and Dan Roth · 2025
Cited alongside, same era.
Webshaper: Agentically data synthesizing via information-seeking formalization
Zhengwei Tao, Jialong Wu, Wenbiao Yin, Junkai Zhang, Baixuan Li, Haiyang Shen, Kuan Li, Liwen Zhang, Xinyu Wang, Yong Jiang, Pengjun Xie, Fei Huang, and Jingren Zhou · 2025
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A cognitive writing perspective for constrained long-form text generation
Kaiyang Wan, Honglin Mu, Rui Hao, Haoran Luo, Tianle Gu, and Xiuying Chen · 2025
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Generating long-form story using dynamic hierarchical outlining with memory-enhancement
Qianyue Wang, Jinwu Hu, Zhengping Li, Yufeng Wang, Daiyuan Li, Yu Hu, and Mingkui Tan · 2025
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Browsecomp: A simple yet challenging benchmark for browsing agents
Jason Wei, Zhiqing Sun, Spencer Papay, Scott McKinney, Jeffrey Han, Isa Fulford, Hyung Won Chung, Alex Tachard Passos, William Fedus, and Amelia Glaese · 2025
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Ruibin Xiong, Yimeng Chen, Dmitrii Khizbullin, Mingchen Zhuge, and Jürgen Schmidhuber · 2025
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An Yang, Anfeng Li, Baosong Yang, Beichen Zhang, Binyuan Hui, Bo Zheng, Bowen Yu, Chang Gao, Chengen Huang, Chenxu Lv, et al · 2025
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A systematic survey of text summarization: From statistical methods to large language models
Haopeng Zhang, Philip S Yu, and Jiawei Zhang · 2025
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