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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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Show, Don't Tell: Aligning Language Models with Demonstrated Feedback (AI summary)

Omar Shaikh, Michelle Lam, Joey Hejna, Yijia Shao, Michael Bernstein, Diyi Yang

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SelfGoal: Your Language Agents Already Know How to Achieve High-level Goals (AI summary)

Ruihan Yang, Jiangjie Chen, Yikai Zhang, Siyu Yuan, Aili Chen, Kyle Richardson, Yanghua Xiao, Deqing Yang

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The Geometry of Categorical and Hierarchical Concepts in Large Language Models (AI summary)

Kiho Park, Yo Joong Choe, Yibo Jiang, Victor Veitch

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