Large Language Models Can Self-Improve

20 October 2022

Papers citing "Large Language Models Can Self-Improve"

50 / 410 papers shown

Title
Leveraging Large Language Models in Conversational Recommender Systems Luke Friedman Sameer Ahuja David Allen Zhenning Tan Hakim Sidahmed ... Ajay Patel Harsh Lara Brian Chu Zexiang Chen Manoj Kumar Tiwari 32 102 0 13 May 2023
ZARA: Improving Few-Shot Self-Rationalization for Small Language Models Wei-Lin Chen An-Zi Yen Cheng-Kuang Wu Hen-Hsen Huang Hsin-Hsi Chen ReLM LRM 24 10 0 12 May 2023
Large Language Models Need Holistically Thought in Medical Conversational QA Yixuan Weng Bin Li Fei Xia Minjun Zhu Bing Sun Shizhu He Kang Liu Jun Zhao LM&MA AI4MH LRM DiffM ELM 22 5 0 09 May 2023
MoT: Memory-of-Thought Enables ChatGPT to Self-Improve Xiaonan Li Xipeng Qiu ReLM KELM LRM AI4MH 26 32 0 09 May 2023
T-SciQ: Teaching Multimodal Chain-of-Thought Reasoning via Mixed Large Language Model Signals for Science Question Answering Lei Wang Yilang Hu Jiabang He Xingdong Xu Ning Liu Hui-juan Liu Hengtao Shen LRM MLLM 23 41 0 05 May 2023
Distilling Step-by-Step! Outperforming Larger Language Models with Less Training Data and Smaller Model Sizes Lokesh Nagalapatti Chun-Liang Li Chih-Kuan Yeh Hootan Nakhost Yasuhisa Fujii Alexander Ratner Ranjay Krishna Chen-Yu Lee Tomas Pfister ALM 220 499 0 03 May 2023
Making the Most of What You Have: Adapting Pre-trained Visual Language Models in the Low-data Regime Chuhan Zhang Antoine Miech Jiajun Shen Jean-Baptiste Alayrac Pauline Luc VLM VPVLM 39 2 0 03 May 2023
Self-Evaluation Guided Beam Search for Reasoning Yuxi Xie Kenji Kawaguchi Yiran Zhao Xu Zhao MingSung Kan Junxian He Qizhe Xie LRM 166 129 0 01 May 2023
ICE-Score: Instructing Large Language Models to Evaluate Code Terry Yue Zhuo ELM ALM 41 38 0 27 Apr 2023
Federated Prompting and Chain-of-Thought Reasoning for Improving LLMs Answering Xiangyang Liu Tianqi Pang Chenyou Fan FedML LRM 42 25 0 27 Apr 2023
Can GPT-4 Perform Neural Architecture Search? Mingkai Zheng Xiu Su Shan You Fei Wang Chao Qian Chang Xu Samuel Albanie ELM 39 59 0 21 Apr 2023
Boosted Prompt Ensembles for Large Language Models Silviu Pitis Michael Ruogu Zhang Andrew Wang Jimmy Ba LRM LLMAG 19 40 0 12 Apr 2023
REFINER: Reasoning Feedback on Intermediate Representations Debjit Paul Mete Ismayilzada Maxime Peyrard Beatriz Borges Antoine Bosselut Robert West Boi Faltings ReLM LRM 26 170 0 04 Apr 2023
Mastering Symbolic Operations: Augmenting Language Models with Compiled Neural Networks Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Kang Liu Jun Zhao 28 5 0 04 Apr 2023
DERA: Enhancing Large Language Model Completions with Dialog-Enabled Resolving Agents Varun Nair Elliot Schumacher Geoffrey Tso Anitha Kannan VLM 19 62 0 30 Mar 2023
Natural Language Reasoning, A Survey Fei Yu Hongbo Zhang Prayag Tiwari Benyou Wang ReLM LRM 49 49 0 26 Mar 2023
How Many Demonstrations Do You Need for In-context Learning? Jiuhai Chen Lichang Chen Chen Zhu Dinesh Manocha LRM 24 39 0 14 Mar 2023
CoTEVer: Chain of Thought Prompting Annotation Toolkit for Explanation Verification Seungone Kim Se June Joo Yul Jang Hyungjoo Chae Jinyoung Yeo LRM 14 12 0 07 Mar 2023
Interactive Text Generation Felix Faltings Michel Galley Baolin Peng Kianté Brantley Weixin Cai Yizhe Zhang Jianfeng Gao Bill Dolan 28 0 0 02 Mar 2023
R-U-SURE? Uncertainty-Aware Code Suggestions By Maximizing Utility Across Random User Intents Daniel D. Johnson Daniel Tarlow Christian J. Walder 21 6 0 01 Mar 2023
Can ChatGPT Assess Human Personalities? A General Evaluation Framework Haocong Rao Cyril Leung C. Miao LLMAG LM&MA 23 79 0 01 Mar 2023
Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data Kashun Shum Shizhe Diao Tong Zhang ReLM LRM 28 128 0 24 Feb 2023
Active Prompting with Chain-of-Thought for Large Language Models Shizhe Diao Pengcheng Wang Yong Lin Tong Zhang ReLM KELM LLMAG LRM 31 120 0 23 Feb 2023
Natural Language Processing in the Legal Domain Daniel Martin Katz D. Hartung Lauritz Gerlach Abhik Jana M. Bommarito ELM AILaw 22 54 0 23 Feb 2023
Complex QA and language models hybrid architectures, Survey Xavier Daull P. Bellot Emmanuel Bruno Vincent Martin Elisabeth Murisasco ELM 28 15 0 17 Feb 2023
The Wisdom of Hindsight Makes Language Models Better Instruction Followers Tianjun Zhang Fangchen Liu Justin Wong Pieter Abbeel Joseph E. Gonzalez 16 44 0 10 Feb 2023
Explanation Selection Using Unlabeled Data for Chain-of-Thought Prompting Xi Ye Greg Durrett LRM ReLM 32 12 0 09 Feb 2023
Chain of Hindsight Aligns Language Models with Feedback Hao Liu Carmelo Sferrazza Pieter Abbeel ALM 23 115 0 06 Feb 2023
Synthetic Prompting: Generating Chain-of-Thought Demonstrations for Large Language Models Zhihong Shao Yeyun Gong Yelong Shen Minlie Huang Nan Duan Weizhu Chen ReLM LRM 38 67 0 01 Feb 2023
Specializing Smaller Language Models towards Multi-Step Reasoning Yao Fu Hao-Chun Peng Litu Ou Ashish Sabharwal Tushar Khot ReLM LRM 34 242 0 30 Jan 2023
ExaRanker: Explanation-Augmented Neural Ranker Fernando Ferraretto Thiago Laitz R. Lotufo Rodrigo Nogueira ELM LRM 28 7 0 25 Jan 2023
GPT as Knowledge Worker: A Zero-Shot Evaluation of (AI)CPA Capabilities Jillian Bommarito M. Bommarito Daniel Martin Katz Jessica Katz ELM 22 52 0 11 Jan 2023
GPT Takes the Bar Exam M. Bommarito Daniel Martin Katz ELM 35 152 0 29 Dec 2022
Demonstrate-Search-Predict: Composing retrieval and language models for knowledge-intensive NLP Omar Khattab Keshav Santhanam Xiang Lisa Li David Leo Wright Hall Percy Liang Christopher Potts Matei A. Zaharia RALM KELM 31 244 0 28 Dec 2022
Contrastive Distillation Is a Sample-Efficient Self-Supervised Loss Policy for Transfer Learning Christopher T. Lengerich Gabriel Synnaeve Amy Zhang Hugh Leather Kurt Shuster Franccois Charton Charysse Redwood SSL OffRL 24 1 0 21 Dec 2022
Self-Instruct: Aligning Language Models with Self-Generated Instructions Yizhong Wang Yeganeh Kordi Swaroop Mishra Alisa Liu Noah A. Smith Daniel Khashabi Hannaneh Hajishirzi ALM SyDa LRM 27 2,055 0 20 Dec 2022
Go-tuning: Improving Zero-shot Learning Abilities of Smaller Language Models Jingjing Xu Qingxiu Dong Hongyi Liu Lei Li ALM LRM 25 1 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 27 582 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 31 316 0 20 Dec 2022
KNIFE: Distilling Reasoning Knowledge From Free-Text Rationales Aaron Chan Zhiyuan Zeng Wyatt Lake Brihi Joshi Hanjie Chen Xiang Ren ReLM LRM 29 1 0 19 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 71 311 0 19 Dec 2022
Teaching Small Language Models to Reason Lucie Charlotte Magister Jonathan Mallinson Jakub Adamek Eric Malmi Aliaksei Severyn LRM AI4CE ReLM 30 245 0 16 Dec 2022
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 67 1,477 0 15 Dec 2022
Distilling Reasoning Capabilities into Smaller Language Models Kumar Shridhar Alessandro Stolfo Mrinmaya Sachan LRM ReLM 25 154 0 01 Dec 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek F. Abdelzaher Jiawei Han VLM 51 46 0 06 Nov 2022
Will we run out of data? Limits of LLM scaling based on human-generated data Pablo Villalobos A. Ho J. Sevilla T. Besiroglu Lennart Heim Marius Hobbhahn ALM 33 109 0 26 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 62 2,989 0 20 Oct 2022
Honest Students from Untrusted Teachers: Learning an Interpretable Question-Answering Pipeline from a Pretrained Language Model Jacob Eisenstein D. Andor Bernd Bohnet Michael Collins David M. Mimno LRM 189 24 0 05 Oct 2022
Learning by Distilling Context Charles Burton Snell Dan Klein Ruiqi Zhong ReLM LRM 165 44 0 30 Sep 2022
The Alignment Problem from a Deep Learning Perspective Richard Ngo Lawrence Chan Sören Mindermann 54 183 0 30 Aug 2022