PlanRAG: A Plan-then-Retrieval Augmented Generation for Generative Large Language Models as Decision Makers (AI summary)
Myeonghwa Lee, Seonho An, Min-Soo Kim
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Can Long-Context Language Models Subsume Retrieval, RAG, SQL, and More? (AI summary)
Jinhyuk Lee, Anthony Chen, Zhuyun Dai, Dheeru Dua, Devendra Singh Sachan, Michael Boratko, Yi Luan, Sébastien M. R. Arnold, Vincent Perot, Siddharth Dalmia, Hexiang Hu, Xudong Lin, Panupong Pasupat, Aida Amini, Jeremy R. Cole, Sebastian Riedel, Iftekhar Naim, Ming-Wei Chang, Kelvin Guu
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TextGrad: Automatic "Differentiation" via Text (AI summary)
Mert Yuksekgonul, Federico Bianchi, Joseph Boen, Sheng Liu, Zhi Huang, Carlos Guestrin, James Zou
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Never Miss A Beat: An Efficient Recipe for Context Window Extension of Large Language Models with Consistent "Middle" Enhancement (AI summary)
Tong Wu, Yanpeng Zhao, Zilong Zheng
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Multimodal Table Understanding (AI summary)
Mingyu Zheng, Xinwei Feng, Qingyi Si, Qiaoqiao She, Zheng Lin, Wenbin Jiang, Weiping Wang
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Visual Sketchpad: Sketching as a Visual Chain of Thought for Multimodal Language Models (AI summary)
Yushi Hu, Weijia Shi, Xingyu Fu, Dan Roth, Mari Ostendorf, Luke Zettlemoyer, Noah A Smith, Ranjay Krishna
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AgentGym: Evolving Large Language Model-based Agents across Diverse Environments (AI summary)
Zhiheng Xi, Yiwen Ding, Wenxiang Chen, Boyang Hong, Honglin Guo, Junzhe Wang, Dingwen Yang, Chenyang Liao, Xin Guo, Wei He, Songyang Gao, Lu Chen, Rui Zheng, Yicheng Zou, Tao Gui, Qi Zhang, Xipeng Qiu, Xuanjing Huang, Zuxuan Wu, Yu-Gang Jiang
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Transformers meet Neural Algorithmic Reasoners (AI summary)
Wilfried Bounsi, Borja Ibarz, Andrew Dudzik, Jessica B. Hamrick, Larisa Markeeva, Alex Vitvitskyi, Razvan Pascanu, Petar Veličković
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Towards Scalable Automated Alignment of LLMs: A Survey (AI summary)
Boxi Cao, Keming Lu, Xinyu Lu, Jiawei Chen, Mengjie Ren, Hao Xiang, Peilin Liu, Yaojie Lu, Ben He, Xianpei Han, Le Sun, Hongyu Lin, Bowen Yu
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Mixture-of-Agents Enhances Large Language Model Capabilities (AI summary)
Junlin Wang, Jue Wang, Ben Athiwaratkun, Ce Zhang, James Zou
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