Title
Large Language Models Can Be Easily Distracted by Irrelevant Context Freda Shi Xinyun Chen Kanishka Misra Nathan Scales David Dohan Ed H. Chi Nathanael Scharli Denny Zhou ReLM RALM LRM 30 530 0 31 Jan 2023
PADL: Language-Directed Physics-Based Character Control Jordan Juravsky Yunrong Guo Sanja Fidler Xue Bin Peng 19 43 0 31 Jan 2023
Mathematical Capabilities of ChatGPT Simon Frieder Luca Pinchetti Alexis Chevalier Ryan-Rhys Griffiths Tommaso Salvatori Thomas Lukasiewicz P. Petersen Julius Berner ELM AI4MH 29 402 0 31 Jan 2023
The Flan Collection: Designing Data and Methods for Effective Instruction Tuning Shayne Longpre Le Hou Tu Vu Albert Webson Hyung Won Chung ... Denny Zhou Quoc V. Le Barret Zoph Jason W. Wei Adam Roberts ALM 41 628 0 31 Jan 2023
Faithful Chain-of-Thought Reasoning Qing Lyu Shreya Havaldar Adam Stein Li Zhang D. Rao Eric Wong Marianna Apidianaki Chris Callison-Burch ReLM LRM 41 207 0 31 Jan 2023
Specializing Smaller Language Models towards Multi-Step Reasoning Yao Fu Hao-Chun Peng Litu Ou Ashish Sabharwal Tushar Khot ReLM LRM 42 242 0 30 Jan 2023
Large Language Models Are Latent Variable Models: Explaining and Finding Good Demonstrations for In-Context Learning Xinyi Wang Wanrong Zhu Michael Stephen Saxon Mark Steyvers William Yang Wang BDL 50 91 0 27 Jan 2023
ThoughtSource: A central hub for large language model reasoning data Simon Ott Konstantin Hebenstreit Valentin Liévin C. Hother M. Moradi Maximilian Mayrhauser Robert Praas Ole Winther Matthias Samwald ReLM LRM 22 41 0 27 Jan 2023
On the Design of AI-powered Code Assistants for Notebooks A. Mcnutt Chenglong Wang R. Deline Steven Drucker 26 79 0 26 Jan 2023
Batch Prompting: Efficient Inference with Large Language Model APIs Zhoujun Cheng Jungo Kasai Tao Yu LRM 6 72 0 19 Jan 2023
Rethinking with Retrieval: Faithful Large Language Model Inference Hangfeng He Hongming Zhang Dan Roth KELM LRM 141 157 0 31 Dec 2022
Biologically Inspired Design Concept Generation Using Generative Pre-Trained Transformers Qihao Zhu Xinyu Zhang Jianxi Luo AI4CE 34 50 0 26 Dec 2022
Large Language Models Encode Clinical Knowledge K. Singhal Shekoofeh Azizi T. Tu S. S. Mahdavi Jason W. Wei ... A. Rajkomar Joelle Barral Christopher Semturs Alan Karthikesalingam Vivek Natarajan LM&MA ELM AI4MH 24 2,173 0 26 Dec 2022
OPT-IML: Scaling Language Model Instruction Meta Learning through the Lens of Generalization Srinivasan Iyer Xi Lin Ramakanth Pasunuru Todor Mihaylov Daniel Simig ... Jeff Wang Christopher Dewan Asli Celikyilmaz Luke Zettlemoyer Veselin Stoyanov ALM 33 261 0 22 Dec 2022
CoRRPUS: Code-based Structured Prompting for Neurosymbolic Story Understanding Yi Dong Lara J. Martin Chris Callison-Burch 45 7 0 21 Dec 2022
Parsel: Algorithmic Reasoning with Language Models by Composing Decompositions E. Zelikman Qian Huang Gabriel Poesia Noah D. Goodman Nick Haber ReLM LRM 27 53 0 20 Dec 2022
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 37 137 0 20 Dec 2022
LAMBADA: Backward Chaining for Automated Reasoning in Natural Language Seyed Mehran Kazemi Najoung Kim Deepti Bhatia Xinyuan Xu Deepak Ramachandran LRM 24 76 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 29 583 0 20 Dec 2022
Self-Adaptive In-Context Learning: An Information Compression Perspective for In-Context Example Selection and Ordering Zhiyong Wu Yaoxiang Wang Jiacheng Ye Lingpeng Kong 41 119 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 37 316 0 20 Dec 2022
Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters Boshi Wang Sewon Min Xiang Deng Jiaming Shen You Wu Luke Zettlemoyer Huan Sun LRM ReLM 34 224 0 20 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
Large Language Models are Better Reasoners with Self-Verification Yixuan Weng Minjun Zhu Fei Xia Bin Li Shizhu He Shengping Liu Bin Sun Kang Liu Jun Zhao ReLM LRM 20 192 0 19 Dec 2022
Plansformer: Generating Symbolic Plans using Transformers Vishal Pallagani Bharath Muppasani K. Murugesan F. Rossi L. Horesh Biplav Srivastava F. Fabiano Andrea Loreggia LM&Ro LLMAG OffRL 21 35 0 16 Dec 2022
Teaching Small Language Models to Reason Lucie Charlotte Magister Jonathan Mallinson Jakub Adamek Eric Malmi Aliaksei Severyn LRM AI4CE ReLM 36 245 0 16 Dec 2022
ALERT: Adapting Language Models to Reasoning Tasks Ping Yu Tianlu Wang O. Yu. Golovneva Badr AlKhamissi Siddharth Verma Zhijing Jin Gargi Ghosh Mona T. Diab Asli Celikyilmaz ReLM LRM 34 21 0 16 Dec 2022
ROSCOE: A Suite of Metrics for Scoring Step-by-Step Reasoning O. Yu. Golovneva Moya Chen Spencer Poff Martin Corredor Luke Zettlemoyer Maryam Fazel-Zarandi Asli Celikyilmaz ReLM LRM 34 138 0 15 Dec 2022
Despite "super-human" performance, current LLMs are unsuited for decisions about ethics and safety Joshua Albrecht Ellie Kitanidis Abraham J. Fetterman ELM ReLM ALM LRM 27 17 0 13 Dec 2022
Prompting Is Programming: A Query Language for Large Language Models Luca Beurer-Kellner Marc Fischer Martin Vechev LRM 48 94 0 12 Dec 2022
G-MAP: General Memory-Augmented Pre-trained Language Model for Domain Tasks Zhongwei Wan Yichun Yin Wei Zhang Jiaxin Shi Lifeng Shang Guangyong Chen Xin Jiang Qun Liu VLM CLL 36 16 0 07 Dec 2022
a survey on GPT-3 M. Zong Bhaskar Krishnamachari 33 34 0 01 Dec 2022
Distilling Reasoning Capabilities into Smaller Language Models Kumar Shridhar Alessandro Stolfo Mrinmaya Sachan LRM ReLM 25 154 0 01 Dec 2022
Explicit Knowledge Transfer for Weakly-Supervised Code Generation Zhangir Azerbayev Ansong Ni Hailey Schoelkopf Dragomir R. Radev 26 4 0 30 Nov 2022
Chaining Simultaneous Thoughts for Numerical Reasoning Zhihong Shao Fei Huang Minlie Huang AIMat AI4CE 13 18 0 29 Nov 2022
GPT-Neo for commonsense reasoning -- a theoretical and practical lens Rohan Kashyap Vivek Kashyap Narendra C.P ReLM ELM LRM 36 7 0 28 Nov 2022
Solving math word problems with process- and outcome-based feedback J. Uesato Nate Kushman Ramana Kumar Francis Song Noah Y. Siegel L. Wang Antonia Creswell G. Irving I. Higgins FaML ReLM AIMat LRM 42 290 0 25 Nov 2022
Complementary Explanations for Effective In-Context Learning Xi Ye Srini Iyer Asli Celikyilmaz Ves Stoyanov Greg Durrett Ramakanth Pasunuru ReLM LRM 37 86 0 25 Nov 2022
Automatic Generation of Socratic Subquestions for Teaching Math Word Problems Kumar Shridhar Jakub Macina Mennatallah El-Assady Tanmay Sinha Manu Kapur Mrinmaya Sachan AIMat 28 45 0 23 Nov 2022
Program of Thoughts Prompting: Disentangling Computation from Reasoning for Numerical Reasoning Tasks Wenhu Chen Xueguang Ma Xinyi Wang William W. Cohen ReLM ReCod LRM 69 735 0 22 Nov 2022
Converge to the Truth: Factual Error Correction via Iterative Constrained Editing Jiangjie Chen Rui Xu Wenyuan Zeng Changzhi Sun Lei Li Yanghua Xiao KELM 43 9 0 22 Nov 2022
Unsupervised Explanation Generation via Correct Instantiations Sijie Cheng Zhiyong Wu Jiangjie Chen Zhixing Li Yang Liu Lingpeng Kong ReLM LRM 22 5 0 21 Nov 2022
PAL: Program-aided Language Models Luyu Gao Aman Madaan Shuyan Zhou Uri Alon Pengfei Liu Yiming Yang Jamie Callan Graham Neubig ReLM LRM 29 415 0 18 Nov 2022
Galactica: A Large Language Model for Science Ross Taylor Marcin Kardas Guillem Cucurull Thomas Scialom Anthony Hartshorn Elvis Saravia Andrew Poulton Viktor Kerkez Robert Stojnic ELM ReLM 46 727 0 16 Nov 2022
Teaching Algorithmic Reasoning via In-context Learning Hattie Zhou Azade Nova Hugo Larochelle Aaron C. Courville Behnam Neyshabur Hanie Sedghi LRM ReLM 32 108 0 15 Nov 2022
Logical Tasks for Measuring Extrapolation and Rule Comprehension Ippei Fujisawa Ryota Kanai ELM LRM 28 4 0 14 Nov 2022
Language models are good pathologists: using attention-based sequence reduction and text-pretrained transformers for efficient WSI classification Juan Pisula Katarzyna Bozek VLM MedIm 36 3 0 14 Nov 2022
Metaphors We Learn By Roland Memisevic 26 0 0 11 Nov 2022
Robosourcing Educational Resources -- Leveraging Large Language Models for Learnersourcing Paul Denny Sami Sarsa Arto Hellas Juho Leinonen AI4Ed 8 35 0 09 Nov 2022
Large Language Models Are Human-Level Prompt Engineers Yongchao Zhou Andrei Ioan Muresanu Ziwen Han Keiran Paster Silviu Pitis Harris Chan Jimmy Ba ALM LLMAG 21 829 0 03 Nov 2022