Controllable Text Generation for Large Language Models: A Survey (AI summary)
Xun Liang, Hanyu Wang, Yezhaohui Wang, Shichao Song, Jiawei Yang, Simin Niu, Jie Hu, Dan Liu, Shunyu Yao, Feiyu Xiong, Zhiyu Li
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MagicDec: Breaking the Latency-Throughput Tradeoff for Long Context Generation with Speculative Decoding (AI summary)
Jian Chen, Vashisth Tiwari, Ranajoy Sadhukhan, Zhuoming Chen, Jinyuan Shi, Ian En-Hsu Yen, Beidi Chen
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Graph Retrieval-Augmented Generation: A Survey (AI summary)
Boci Peng, Yun Zhu, Yongchao Liu, Xiaohe Bo, Haizhou Shi, Chuntao Hong, Yan Zhang, Siliang Tang
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Enhancing Robustness in Large Language Models: Prompting for Mitigating the Impact of Irrelevant Information (AI summary)
Ming Jiang, Tingting Huang, Biao Guo, Yao Lu, Feng Zhang
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The Vizier Gaussian Process Bandit Algorithm (AI summary)
Xingyou Song, Qiuyi Zhang, Chansoo Lee, Emily Fertig, Tzu-Kuo Huang, Lior Belenki, Greg Kochanski, Setareh Ariafar, Srinivas Vasudevan, Sagi Perel, Daniel Golovin
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LLM Pruning and Distillation in Practice: The Minitron Approach (AI summary)
Sharath Turuvekere Sreenivas, Saurav Muralidharan, Raviraj Joshi, Marcin Chochowski, Mostofa Patwary, Mohammad Shoeybi, Bryan Catanzaro, Jan Kautz, Pavlo Molchanov
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Automated Design of Agentic Systems (AI summary)
Shengran Hu, Cong Lu, Jeff Clune
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Medical Graph RAG: Towards Safe Medical Large Language Model via Graph Retrieval-Augmented Generation (AI summary)
Junde Wu, Jiayuan Zhu, Yunli Qi
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A Survey of NL2SQL with Large Language Models: Where are we, and where are we going? (AI summary)
Xinyu Liu, Shuyu Shen, Boyan Li, Peixian Ma, Runzhi Jiang, Yuyu Luo, Yuxin Zhang, Ju Fan, Guoliang Li, Nan Tang
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Mutual Reasoning Makes Smaller LLMs Stronger Problem-Solvers (AI summary)
Zhenting Qi, Mingyuan Ma, Jiahang Xu, Li Lyna Zhang, Fan Yang, Mao Yang
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