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Small Language Models: Survey, Measurements, and Insights (AI summary)
Zhenyan Lu, Xiang Li, Dongqi Cai, Rongjie Yi, Fangming Liu, Xiwen Zhang, Nicholas D. Lane, Mengwei Xu
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Achieving Peak Performance for Large Language Models: A Systematic Review (AI summary)
Zhyar Rzgar K Rostam, Sándor Szénási, Gábor Kertész
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A Preliminary Study of o1 in Medicine: Are We Closer to an AI Doctor? (AI summary)
Yunfei Xie, Juncheng Wu, Haoqin Tu, Siwei Yang, Bingchen Zhao, Yongshuo Zong, Qiao Jin, Cihang Xie, Yuyin Zhou
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Theory, Analysis, and Best Practices for Sigmoid Self-Attention (AI summary)
Jason Ramapuram, Federico Danieli, Eeshan Dhekane, Floris Weers, Dan Busbridge, Pierre Ablin, Tatiana Likhomanenko, Jagrit Digani, Zijin Gu, Amitis Shidani, Russ Webb
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Retrieval Augmented Generation (RAG) and Beyond: A Comprehensive Survey on How to Make your LLMs use External Data More Wisely (AI summary)
Siyun Zhao, Yuqing Yang, Zilong Wang, Zhiyuan He, Luna K. Qiu, Lili Qiu
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Can Large Language Models Unlock Novel Scientific Research Ideas? (AI summary)
Sandeep Kumar, Tirthankar Ghosal, Vinayak Goyal, Asif Ekbal
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Logic-of-Thought: Injecting Logic into Contexts for Full Reasoning in Large Language Models (AI summary)
Tongxuan Liu, Wenjiang Xu, Weizhe Huang, Xingyu Wang, Jiaxing Wang, Hailong Yang, Jing Li
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LLaMA-Omni: Seamless Speech Interaction with Large Language Models (AI summary)
Qingkai Fang, Shoutao Guo, Yan Zhou, Zhengrui Ma, Shaolei Zhang, Yang Feng
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LLMs Still Can't Plan; Can LRMs? A Preliminary Evaluation of OpenAI's o1 on PlanBench
Karthik Valmeekam, Kaya Stechly, Subbarao Kambhampati
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What is the Role of Small Models in the LLM Era: A Survey (AI summary)
Lihu Chen, Gaël Varoquaux
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