Title
Domain Specialization as the Key to Make Large Language Models Disruptive: A Comprehensive Survey Chen Ling Xujiang Zhao Jiaying Lu Chengyuan Deng Can Zheng ... Chris White Quanquan Gu Jian Pei Carl Yang Liang Zhao ALM 16 126 0 30 May 2023
Skill-Based Few-Shot Selection for In-Context Learning Shengnan An Bo Zhou Zeqi Lin Qiang Fu B. Chen Nanning Zheng Weizhu Chen Jian-Guang Lou 21 31 0 23 May 2023
Fine-tuned LLMs Know More, Hallucinate Less with Few-Shot Sequence-to-Sequence Semantic Parsing over Wikidata Silei Xu Shicheng Liu Theo Culhane Elizaveta Pertseva Meng-Hsi Wu Sina J. Semnani Monica S. Lam SyDa KELM 16 1 0 23 May 2023
Iterative Forward Tuning Boosts In-Context Learning in Language Models Jiaxi Yang Binyuan Hui Min Yang Bailin Wang Bowen Li Binhua Li Fei Huang Yongbin Li 25 16 0 22 May 2023
DIN-SQL: Decomposed In-Context Learning of Text-to-SQL with Self-Correction Mohammadreza Pourreza Davood Rafiei ReLM LRM 24 310 0 21 Apr 2023
Proton: Probing Schema Linking Information from Pre-trained Language Models for Text-to-SQL Parsing Lihan Wang Bowen Qin Binyuan Hui Bowen Li Min Yang Bailin Wang Binhua Li Fei Huang Luo Si Yongbin Li 66 40 0 28 Jun 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 291 4,048 0 24 May 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 303 11,881 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 315 8,402 0 28 Jan 2022
PICARD: Parsing Incrementally for Constrained Auto-Regressive Decoding from Language Models Torsten Scholak Nathan Schucher Dzmitry Bahdanau 146 374 0 10 Sep 2021