Title
Improving Language Model Prompting in Support of Semi-autonomous Task Learning James R. Kirk R. Wray Peter Lindes John E. Laird LRM 64 11 0 13 Sep 2022
Chain of Explanation: New Prompting Method to Generate Higher Quality Natural Language Explanation for Implicit Hate Speech Fan Huang Haewoon Kwak Jisun An LRM 101 24 0 11 Sep 2022
What does a platypus look like? Generating customized prompts for zero-shot image classification Sarah M Pratt Ian Covert Rosanne Liu Ali Farhadi VLM 184 223 0 07 Sep 2022
A Survey on Measuring and Mitigating Reasoning Shortcuts in Machine Reading Comprehension Xanh Ho Johannes Mario Meissner Saku Sugawara Akiko Aizawa OffRL 92 4 0 05 Sep 2022
FOLIO: Natural Language Reasoning with First-Order Logic Simeng Han Hailey Schoelkopf Yilun Zhao Zhenting Qi Martin Riddell ... Yingbo Zhou Caiming Xiong Rex Ying Arman Cohan Dragomir R. Radev ReLM LRM 119 109 0 02 Sep 2022
Faithful Reasoning Using Large Language Models Antonia Creswell Murray Shanahan ReLM LRM 70 125 0 30 Aug 2022
Shortcut Learning of Large Language Models in Natural Language Understanding Mengnan Du Fengxiang He Na Zou Dacheng Tao Helen Zhou KELM OffRL 132 90 0 25 Aug 2022
PEER: A Collaborative Language Model Timo Schick Jane Dwivedi-Yu Zhengbao Jiang Fabio Petroni Patrick Lewis Gautier Izacard Qingfei You Christoforos Nalmpantis Edouard Grave Sebastian Riedel ALM 106 97 0 24 Aug 2022
Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Review Enes ALTUNCU V. N. Franqueira Shujun Li 145 12 0 21 Aug 2022
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 151 404 0 18 Aug 2022
HELP ME THINK: A Simple Prompting Strategy for Non-experts to Create Customized Content with Models Swaroop Mishra E. Nouri LRM 123 27 0 17 Aug 2022
Interactive and Visual Prompt Engineering for Ad-hoc Task Adaptation with Large Language Models Hendrik Strobelt Albert Webson Victor Sanh Benjamin Hoover Johanna Beyer Hanspeter Pfister Alexander M. Rush VLM 78 141 0 16 Aug 2022
Limitations of Language Models in Arithmetic and Symbolic Induction Jingu Qian Hong Wang Zekun Li Shiyang Li Xifeng Yan ReLM LRM 134 76 0 09 Aug 2022
AlexaTM 20B: Few-Shot Learning Using a Large-Scale Multilingual Seq2Seq Model Saleh Soltan Shankar Ananthakrishnan Jack G. M. FitzGerald Rahul Gupta Wael Hamza ... Mukund Sridhar Fabian Triefenbach Apurv Verma Gokhan Tur Premkumar Natarajan 129 83 0 02 Aug 2022
Large Language Models and the Reverse Turing Test T. Sejnowski ELM 148 114 0 28 Jul 2022
Language Model Cascades David Dohan Winnie Xu Aitor Lewkowycz Jacob Austin David Bieber ... Henryk Michalewski Rif A. Saurous Jascha Narain Sohl-Dickstein Kevin Patrick Murphy Charles Sutton ReLM LRM 107 102 0 21 Jul 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 112 314 0 17 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
Inner Monologue: Embodied Reasoning through Planning with Language Models Wenlong Huang F. Xia Ted Xiao Harris Chan Jacky Liang ... Tomas Jackson Linda Luu Sergey Levine Karol Hausman Brian Ichter LLMAG LM&Ro LRM 152 926 0 12 Jul 2022
Language Models (Mostly) Know What They Know Saurav Kadavath Tom Conerly Amanda Askell T. Henighan Dawn Drain ... Nicholas Joseph Benjamin Mann Sam McCandlish C. Olah Jared Kaplan ELM 143 834 0 11 Jul 2022
Exploring Length Generalization in Large Language Models Cem Anil Yuhuai Wu Anders Andreassen Aitor Lewkowycz Vedant Misra V. Ramasesh Ambrose Slone Guy Gur-Ari Ethan Dyer Behnam Neyshabur ReLM LRM 108 170 0 11 Jul 2022
Rationale-Augmented Ensembles in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Denny Zhou ReLM LRM 119 126 0 02 Jul 2022
Solving Quantitative Reasoning Problems with Language Models Aitor Lewkowycz Anders Andreassen David Dohan Ethan Dyer Henryk Michalewski ... Theo Gutman-Solo Yuhuai Wu Behnam Neyshabur Guy Gur-Ari Vedant Misra ReLM ELM LRM 195 861 0 29 Jun 2022
Repository-Level Prompt Generation for Large Language Models of Code Disha Shrivastava Hugo Larochelle Daniel Tarlow 103 142 0 26 Jun 2022
PlanBench: An Extensible Benchmark for Evaluating Large Language Models on Planning and Reasoning about Change Karthik Valmeekam Matthew Marquez Alberto Olmo S. Sreedharan Subbarao Kambhampati ReLM LRM 113 237 0 21 Jun 2022
Emergent Abilities of Large Language Models Jason W. Wei Yi Tay Rishi Bommasani Colin Raffel Barret Zoph ... Tatsunori Hashimoto Oriol Vinyals Percy Liang J. Dean W. Fedus ELM ReLM LRM 320 2,523 0 15 Jun 2022
LIFT: Language-Interfaced Fine-Tuning for Non-Language Machine Learning Tasks Tuan Dinh Yuchen Zeng Ruisu Zhang Ziqian Lin Michael Gira Shashank Rajput Jy-yong Sohn Dimitris Papailiopoulos Kangwook Lee LMTD 169 140 0 14 Jun 2022
Language Models are General-Purpose Interfaces Y. Hao Haoyu Song Li Dong Shaohan Huang Zewen Chi Wenhui Wang Shuming Ma Furu Wei MLLM 73 102 0 13 Jun 2022
Self-critiquing models for assisting human evaluators William Saunders Catherine Yeh Jeff Wu Steven Bills Ouyang Long Jonathan Ward Jan Leike ALM ELM 120 306 0 12 Jun 2022
Unveiling Transformers with LEGO: a synthetic reasoning task Yi Zhang A. Backurs Sébastien Bubeck Ronen Eldan Suriya Gunasekar Tal Wagner LRM 134 91 0 09 Jun 2022
Neuro-Symbolic Procedural Planning with Commonsense Prompting Yujie Lu Weixi Feng Wanrong Zhu Wenda Xu Xinze Wang Miguel P. Eckstein William Yang Wang LM&Ro 61 37 0 06 Jun 2022
Code Generation Tools (Almost) for Free? A Study of Few-Shot, Pre-Trained Language Models on Code Patrick Bareiss Beatriz Souza Marcelo d’Amorim Michael Pradel ELM 86 80 0 02 Jun 2022
Can Foundation Models Help Us Achieve Perfect Secrecy? Simran Arora Christopher Ré FedML 92 8 0 27 May 2022
NaturalProver: Grounded Mathematical Proof Generation with Language Models Sean Welleck Jiacheng Liu Ximing Lu Hannaneh Hajishirzi Yejin Choi AIMat LRM 84 73 0 25 May 2022
ER-Test: Evaluating Explanation Regularization Methods for Language Models Brihi Joshi Aaron Chan Ziyi Liu Shaoliang Nie Maziar Sanjabi Hamed Firooz Xiang Ren AAML 81 6 0 25 May 2022
Generating Natural Language Proofs with Verifier-Guided Search Kaiyu Yang Jia Deng Danqi Chen LRM 130 72 0 25 May 2022
Maieutic Prompting: Logically Consistent Reasoning with Recursive Explanations Jaehun Jung Lianhui Qin Sean Welleck Faeze Brahman Chandra Bhagavatula Ronan Le Bras Yejin Choi ReLM LRM 298 196 0 24 May 2022
Chain of Thought Imitation with Procedure Cloning Mengjiao Yang Dale Schuurmans Pieter Abbeel Ofir Nachum OffRL 111 33 0 22 May 2022
Instruction Induction: From Few Examples to Natural Language Task Descriptions Or Honovich Uri Shaham Samuel R. Bowman Omer Levy ELM LRM 275 146 0 22 May 2022
Memorization Without Overfitting: Analyzing the Training Dynamics of Large Language Models Kushal Tirumala Aram H. Markosyan Luke Zettlemoyer Armen Aghajanyan TDI 122 197 0 22 May 2022
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models Denny Zhou Nathanael Scharli Le Hou Jason W. Wei Nathan Scales ... Dale Schuurmans Claire Cui Olivier Bousquet Quoc Le Ed H. Chi RALM LRM AI4CE 107 1,136 0 21 May 2022
Can Foundation Models Wrangle Your Data? A. Narayan Ines Chami Laurel J. Orr Simran Arora Christopher Ré LMTD AI4CE 233 231 0 20 May 2022
Selection-Inference: Exploiting Large Language Models for Interpretable Logical Reasoning Antonia Creswell Murray Shanahan I. Higgins ReLM LRM 115 365 0 19 May 2022
The Unreliability of Explanations in Few-shot Prompting for Textual Reasoning Xi Ye Greg Durrett ReLM LRM 96 186 0 06 May 2022
Language Models in the Loop: Incorporating Prompting into Weak Supervision Ryan Smith Jason Alan Fries Braden Hancock Stephen H. Bach 112 56 0 04 May 2022
Towards Teachable Reasoning Systems: Using a Dynamic Memory of User Feedback for Continual System Improvement Bhavana Dalvi Oyvind Tafjord Peter Clark LRM KELM ReLM 107 39 0 27 Apr 2022
Autoregressive Search Engines: Generating Substrings as Document Identifiers Michele Bevilacqua G. Ottaviano Patrick Lewis Wen-tau Yih Sebastian Riedel Fabio Petroni KELM RALM 139 166 0 22 Apr 2022
A Review on Language Models as Knowledge Bases Badr AlKhamissi Millicent Li Asli Celikyilmaz Mona T. Diab Marjan Ghazvininejad KELM 94 187 0 12 Apr 2022
Can language models learn from explanations in context? Andrew Kyle Lampinen Ishita Dasgupta Stephanie C. Y. Chan Kory Matthewson Michael Henry Tessler Antonia Creswell James L. McClelland Jane X. Wang Felix Hill LRM ReLM 182 302 0 05 Apr 2022
PaLM: Scaling Language Modeling with Pathways Aakanksha Chowdhery Sharan Narang Jacob Devlin Maarten Bosma Gaurav Mishra ... Kathy Meier-Hellstern Douglas Eck J. Dean Slav Petrov Noah Fiedel PILM LRM 543 6,307 0 05 Apr 2022