Title
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 136 188 0 14 Jul 2022
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Rationale-Augmented Ensembles in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Denny Zhou ReLM LRM 121 126 0 02 Jul 2022
BigBIO: A Framework for Data-Centric Biomedical Natural Language Processing Jason Alan Fries Leon Weber Natasha Seelam Gabriel Altay Debajyoti Datta ... Minh Chien Vu Trishala Neeraj Jonas Golde Albert Villanova del Moral Benjamin Beilharz LM&MA 151 49 0 30 Jun 2022
Aligning Artificial Intelligence with Humans through Public Policy John J. Nay James M. Daily 19 2 0 25 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 115 237 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 322 2,527 0 15 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 78 102 0 13 Jun 2022
X-Risk Analysis for AI Research Dan Hendrycks Mantas Mazeika 77 71 0 13 Jun 2022
Offline RL for Natural Language Generation with Implicit Language Q Learning Charles Burton Snell Ilya Kostrikov Yi Su Mengjiao Yang Sergey Levine OffRL 221 115 0 05 Jun 2022
Acquiring and Modelling Abstract Commonsense Knowledge via Conceptualization Mutian He Tianqing Fang Weiqi Wang Yangqiu Song 94 30 0 03 Jun 2022
On Reinforcement Learning and Distribution Matching for Fine-Tuning Language Models with no Catastrophic Forgetting Tomasz Korbak Hady ElSahar Germán Kruszewski Marc Dymetman CLL 105 57 0 01 Jun 2022
Leveraging Pre-Trained Language Models to Streamline Natural Language Interaction for Self-Tracking Young-Ho Kim Sungdong Kim Minsuk Chang Sang-Woo Lee 96 5 0 31 May 2022
IGLU 2022: Interactive Grounded Language Understanding in a Collaborative Environment at NeurIPS 2022 Julia Kiseleva Alexey Skrynnik Artem Zholus Shrestha Mohanty Negar Arabzadeh ... Aleksandr I. Panov Yuxuan Sun Kavya Srinet Arthur Szlam Ahmed Hassan Awadallah LLMAG 59 21 0 27 May 2022
Can Foundation Models Help Us Achieve Perfect Secrecy? Simran Arora Christopher Ré FedML 92 8 0 27 May 2022
Quark: Controllable Text Generation with Reinforced Unlearning Ximing Lu Sean Welleck Jack Hessel Liwei Jiang Lianhui Qin Peter West Prithviraj Ammanabrolu Yejin Choi MU 176 220 0 26 May 2022
Large Language Models are Few-Shot Clinical Information Extractors Monica Agrawal S. Hegselmann Hunter Lang Yoon Kim David Sontag BDL LM&MA 253 351 0 25 May 2022
Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations Kang Min Yoo Junyeob Kim Sungmin Cho Hyunsoo Cho Hwiyeol Jo Sang-Woo Lee Sang-goo Lee Taeuk Kim 116 129 0 25 May 2022
Self-Guided Noise-Free Data Generation for Efficient Zero-Shot Learning Jiahui Gao Renjie Pi Yong Lin Hang Xu Jiacheng Ye Zhiyong Wu Weizhong Zhang Xiaodan Liang Zhenguo Li Lingpeng Kong SyDa VLM 158 50 0 25 May 2022
InstructDial: Improving Zero and Few-shot Generalization in Dialogue through Instruction Tuning Prakhar Gupta Cathy Jiao Yi-Ting Yeh Shikib Mehri M. Eskénazi Jeffrey P. Bigham ALM 119 48 0 25 May 2022
QAMPARI: An Open-domain Question Answering Benchmark for Questions with Many Answers from Multiple Paragraphs S. Amouyal Tomer Wolfson Ohad Rubin Ori Yoran Jonathan Herzig Jonathan Berant RALM VLM 88 27 0 25 May 2022
Few-shot Reranking for Multi-hop QA via Language Model Prompting Muhammad Khalifa Lajanugen Logeswaran Moontae Lee Ho Hin Lee Lu Wang LRM 114 20 0 25 May 2022
Multimodal Knowledge Alignment with Reinforcement Learning Youngjae Yu Jiwan Chung Heeseung Yun Jack Hessel Jinho Park ... Prithviraj Ammanabrolu Rowan Zellers Ronan Le Bras Gunhee Kim Yejin Choi VLM 160 37 0 25 May 2022
Non-Programmers Can Label Programs Indirectly via Active Examples: A Case Study with Text-to-SQL Ruiqi Zhong Charles Burton Snell Dan Klein Jason Eisner 115 9 0 25 May 2022
ClaimDiff: Comparing and Contrasting Claims on Contentious Issues Miyoung Ko Ingyu Seong Hwaran Lee Joonsuk Park Minsuk Chang Minjoon Seo 84 3 0 24 May 2022
Looking for a Handsome Carpenter! Debiasing GPT-3 Job Advertisements Conrad Borchers Dalia Sara Gala Ben Gilburt Eduard Oravkin Wilfried Bounsi Yuki M. Asano Hannah Rose Kirk AI4CE 72 29 0 23 May 2022
Instruction Induction: From Few Examples to Natural Language Task Descriptions Or Honovich Uri Shaham Samuel R. Bowman Omer Levy ELM LRM 286 146 0 22 May 2022
Language Models with Image Descriptors are Strong Few-Shot Video-Language Learners Zhenhailong Wang Manling Li Ruochen Xu Luowei Zhou Jie Lei ... Chenguang Zhu Derek Hoiem Shih-Fu Chang Joey Tianyi Zhou Heng Ji MLLM VLM 225 142 0 22 May 2022
Scaling Laws and Interpretability of Learning from Repeated Data Danny Hernandez Tom B. Brown Tom Conerly Nova Dassarma Dawn Drain ... Catherine Olsson Dario Amodei Nicholas Joseph Jared Kaplan Sam McCandlish 90 118 0 21 May 2022
RankGen: Improving Text Generation with Large Ranking Models Kalpesh Krishna Yapei Chang John Wieting Mohit Iyyer AIMat 83 69 0 19 May 2022
A Generalist Agent Scott E. Reed Konrad Zolna Emilio Parisotto Sergio Gomez Colmenarejo Alexander Novikov ... Yutian Chen R. Hadsell Oriol Vinyals Mahyar Bordbar Nando de Freitas LM&Ro LLMAG AI4CE 217 827 0 12 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 141 313 0 10 May 2022
A Simple Contrastive Learning Objective for Alleviating Neural Text Degeneration Shaojie Jiang Ruqing Zhang Svitlana Vakulenko Maarten de Rijke 99 16 0 05 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
Improving In-Context Few-Shot Learning via Self-Supervised Training Mingda Chen Jingfei Du Ramakanth Pasunuru Todor Mihaylov Srini Iyer Ves Stoyanov Zornitsa Kozareva SSL AI4MH 109 67 0 03 May 2022
Adversarial Training for High-Stakes Reliability Daniel M. Ziegler Seraphina Nix Lawrence Chan Tim Bauman Peter Schmidt-Nielsen ... Noa Nabeshima Benjamin Weinstein-Raun D. Haas Buck Shlegeris Nate Thomas AAML 137 61 0 03 May 2022
OPT: Open Pre-trained Transformer Language Models Susan Zhang Stephen Roller Naman Goyal Mikel Artetxe Moya Chen ... Daniel Simig Punit Singh Koura Anjali Sridhar Tianlu Wang Luke Zettlemoyer VLM OSLM AI4CE 397 3,714 0 02 May 2022
Training Language Models with Language Feedback Jérémy Scheurer Jon Ander Campos Jun Shern Chan Angelica Chen Kyunghyun Cho Ethan Perez ALM 124 51 0 29 Apr 2022
Standing on the Shoulders of Giant Frozen Language Models Yoav Levine Itay Dalmedigos Ori Ram Yoel Zeldes Daniel Jannai ... Barak Lenz Shai Shalev-Shwartz Amnon Shashua Kevin Leyton-Brown Y. Shoham VLM 99 49 0 21 Apr 2022
Unsupervised Cross-Task Generalization via Retrieval Augmentation Bill Yuchen Lin Kangmin Tan Chris Miller Beiwen Tian Xiang Ren LRM RALM 84 49 0 17 Apr 2022
Super-NaturalInstructions: Generalization via Declarative Instructions on 1600+ NLP Tasks Yizhong Wang Swaroop Mishra Pegah Alipoormolabashi Yeganeh Kordi Amirreza Mirzaei ... Chitta Baral Yejin Choi Noah A. Smith Hannaneh Hajishirzi Daniel Khashabi ELM 137 864 0 16 Apr 2022
GPT-NeoX-20B: An Open-Source Autoregressive Language Model Sid Black Stella Biderman Eric Hallahan Quentin G. Anthony Leo Gao ... Shivanshu Purohit Laria Reynolds J. Tow Benqi Wang Samuel Weinbach 189 841 0 14 Apr 2022
InCoder: A Generative Model for Code Infilling and Synthesis Daniel Fried Armen Aghajanyan Jessy Lin Sida I. Wang Eric Wallace Freda Shi Ruiqi Zhong Wen-tau Yih Luke Zettlemoyer M. Lewis SyDa 125 659 0 12 Apr 2022
Training a Helpful and Harmless Assistant with Reinforcement Learning from Human Feedback Yuntao Bai Andy Jones Kamal Ndousse Amanda Askell Anna Chen ... Jack Clark Sam McCandlish C. Olah Benjamin Mann Jared Kaplan 262 2,631 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 190 302 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 590 6,322 0 05 Apr 2022