Title
Reflection of Thought: Inversely Eliciting Numerical Reasoning in Language Models via Solving Linear Systems Fan Zhou Haoyu Dong Qian Liu Zhoujun Cheng Shi Han Dongmei Zhang ReLM LRM 85 6 0 11 Oct 2022
SimSCOOD: Systematic Analysis of Out-of-Distribution Generalization in Fine-tuned Source Code Models Hossein Hajipour Ning Yu Cristian-Alexandru Staicu Mario Fritz OODD 119 5 0 10 Oct 2022
CHARD: Clinical Health-Aware Reasoning Across Dimensions for Text Generation Models Steven Y. Feng Vivek Khetan Bogdan Sacaleanu A. Gershman Eduard H. Hovy LRM 80 10 0 09 Oct 2022
Data-Efficiency with a Single GPU: An Exploration of Transfer Methods for Small Language Models Alon Albalak Akshat Shrivastava Chinnadhurai Sankar Adithya Sagar Mike Ross 84 3 0 08 Oct 2022
Large Language Models can Implement Policy Iteration Ethan A. Brooks Logan Walls Richard L. Lewis Satinder Singh LM&Ro OffRL 205 24 0 07 Oct 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 229 644 0 07 Oct 2022
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding Kenton Lee Mandar Joshi Iulia Turc Hexiang Hu Fangyu Liu Julian Martin Eisenschlos Urvashi Khandelwal Peter Shaw Ming-Wei Chang Kristina Toutanova CLIP VLM 296 280 0 07 Oct 2022
VIMA: General Robot Manipulation with Multimodal Prompts Yunfan Jiang Agrim Gupta Zichen Zhang Guanzhi Wang Yongqiang Dou Yanjun Chen Li Fei-Fei Anima Anandkumar Yuke Zhu Linxi Fan LM&Ro 115 355 0 06 Oct 2022
Language Models are Multilingual Chain-of-Thought Reasoners Freda Shi Mirac Suzgun Markus Freitag Xuezhi Wang Suraj Srivats ... Yi Tay Sebastian Ruder Denny Zhou Dipanjan Das Jason W. Wei ReLM LRM 251 369 0 06 Oct 2022
Guess the Instruction! Flipped Learning Makes Language Models Stronger Zero-Shot Learners Seonghyeon Ye Doyoung Kim Joel Jang Joongbo Shin Minjoon Seo FedML VLM UQCV LRM 107 25 0 06 Oct 2022
Ask Me Anything: A simple strategy for prompting language models Simran Arora A. Narayan Mayee F. Chen Laurel J. Orr Neel Guha Kush S. Bhatia Ines Chami Frederic Sala Christopher Ré ReLM LRM 281 219 0 05 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng Zhang Yuxiao Dong Jie Tang BDL LRM 364 1,097 0 05 Oct 2022
COMPS: Conceptual Minimal Pair Sentences for testing Robust Property Knowledge and its Inheritance in Pre-trained Language Models Kanishka Misra Julia Taylor Rayz Allyson Ettinger 121 10 0 05 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 295 315 0 03 Oct 2022
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 249 444 0 03 Oct 2022
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks Zhenhailong Wang Xiaoman Pan Dian Yu Dong Yu Jianshu Chen Heng Ji VLM 102 10 0 01 Oct 2022
Unpacking Large Language Models with Conceptual Consistency Pritish Sahu Michael Cogswell Yunye Gong Ajay Divakaran LRM 116 17 0 29 Sep 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 267 93 0 29 Sep 2022
Neural parameter calibration for large-scale multi-agent models Thomas Gaskin G. Pavliotis Mark Girolami AI4TS 100 23 0 27 Sep 2022
Can Large Language Models Truly Understand Prompts? A Case Study with Negated Prompts Joel Jang Seonghyeon Ye Minjoon Seo ELM LRM 158 64 0 26 Sep 2022
Promptagator: Few-shot Dense Retrieval From 8 Examples Zhuyun Dai Vincent Zhao Ji Ma Yi Luan Jianmo Ni Jing Lu A. Bakalov Kelvin Guu Keith B. Hall Ming-Wei Chang RALM 98 242 0 23 Sep 2022
WeLM: A Well-Read Pre-trained Language Model for Chinese Hui Su Xiao Zhou Houjin Yu Xiaoyu Shen Yuwen Chen Zilin Zhu Yang Yu Jie Zhou 87 23 0 21 Sep 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators Wenhao Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 351 341 0 21 Sep 2022
Metadata Archaeology: Unearthing Data Subsets by Leveraging Training Dynamics Shoaib Ahmed Siddiqui Nitarshan Rajkumar Tegan Maharaj David M. Krueger Sara Hooker 129 28 0 20 Sep 2022
Enabling Conversational Interaction with Mobile UI using Large Language Models Bryan Wang Gang Li Yang Li 219 144 0 18 Sep 2022
Diffusion Models: A Comprehensive Survey of Methods and Applications Ling Yang Zhilong Zhang Yingxia Shao Shenda Hong Runsheng Xu Yue Zhao Wentao Zhang Tengjiao Wang Ming-Hsuan Yang DiffM MedIm 472 1,413 0 02 Sep 2022
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 151 114 0 31 Aug 2022
The Alignment Problem from a Deep Learning Perspective Richard Ngo Lawrence Chan Sören Mindermann 137 192 0 30 Aug 2022
Smoothing Entailment Graphs with Language Models Nick McKenna Tianyi Li Mark Johnson Mark Steedman 64 11 0 30 Jul 2022
Scaling Laws vs Model Architectures: How does Inductive Bias Influence Scaling? Yi Tay Mostafa Dehghani Samira Abnar Hyung Won Chung W. Fedus J. Rao Sharan Narang Vinh Q. Tran Dani Yogatama Donald Metzler AI4CE 116 107 0 21 Jul 2022
Language models show human-like content effects on reasoning tasks Ishita Dasgupta Andrew Kyle Lampinen Stephanie C. Y. Chan Hannah R. Sheahan Antonia Creswell D. Kumaran James L. McClelland Felix Hill ReLM LRM 132 188 0 14 Jul 2022
Combing for Credentials: Active Pattern Extraction from Smart Reply Bargav Jayaraman Esha Ghosh Melissa Chase Sambuddha Roy Wei Dai David Evans SILM 76 8 0 14 Jul 2022
TalkToModel: Explaining Machine Learning Models with Interactive Natural Language Conversations Dylan Slack Satyapriya Krishna Himabindu Lakkaraju Sameer Singh 84 82 0 08 Jul 2022
Language statistics at different spatial, temporal, and grammatical scales Fernanda Sánchez-Puig Rogelio Lozano-Aranda Dante Pérez-Méndez E. Colman Alfredo Morales-Guzmán Carlos Pineda Pedro J. Rivera Torres C. Gershenson 52 1 0 02 Jul 2022
ProGen2: Exploring the Boundaries of Protein Language Models Erik Nijkamp Jeffrey A. Ruffolo Eli N. Weinstein Nikhil Naik Ali Madani AI4TS 74 314 0 27 Jun 2022
Write and Paint: Generative Vision-Language Models are Unified Modal Learners Shizhe Diao Wangchunshu Zhou Xinsong Zhang Jiawei Wang MLLM AI4CE 93 17 0 15 Jun 2022
Can Foundation Models Help Us Achieve Perfect Secrecy? Simran Arora Christopher Ré FedML 85 8 0 27 May 2022
Evaluating and Inducing Personality in Pre-trained Language Models Guangyuan Jiang Manjie Xu Song-Chun Zhu Wenjuan Han Chi Zhang Yixin Zhu 103 88 0 20 May 2022
UL2: Unifying Language Learning Paradigms Yi Tay Mostafa Dehghani Vinh Q. Tran Xavier Garcia Jason W. Wei ... Tal Schuster H. Zheng Denny Zhou N. Houlsby Donald Metzler AI4CE 135 313 0 10 May 2022
Iteratively Prompt Pre-trained Language Models for Chain of Thought Boshi Wang Xiang Deng Huan Sun KELM ReLM LRM 131 103 0 16 Mar 2022
Probing Pretrained Models of Source Code Sergey Troshin Nadezhda Chirkova ELM 105 39 0 16 Feb 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 878 9,752 0 28 Jan 2022
Black-box Prompt Learning for Pre-trained Language Models Shizhe Diao Zhichao Huang Ruijia Xu Xuechun Li Yong Lin Xiao Zhou Tong Zhang VLM AAML 91 71 0 21 Jan 2022
Pretrained Language Models are Symbolic Mathematics Solvers too! Kimia Noorbakhsh Modar Sulaiman M. Sharifi Kallol Roy Pooyan Jamshidi LRM 91 21 0 07 Oct 2021