Title
Is Reinforcement Learning (Not) for Natural Language Processing: Benchmarks, Baselines, and Building Blocks for Natural Language Policy Optimization Rajkumar Ramamurthy Prithviraj Ammanabrolu Kianté Brantley Jack Hessel R. Sifa Christian Bauckhage Hannaneh Hajishirzi Yejin Choi OffRL 31 240 0 03 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 123 277 0 03 Oct 2022
Dynamic Prompt Learning via Policy Gradient for Semi-structured Mathematical Reasoning Pan Lu Liang Qiu Kai-Wei Chang Ying Nian Wu Song-Chun Zhu Tanmay Rajpurohit Peter Clark Ashwin Kalyan ReLM LRM 55 269 0 29 Sep 2022
Bidirectional Language Models Are Also Few-shot Learners Ajay Patel Bryan Li Mohammad Sadegh Rasooli Noah Constant Colin Raffel Chris Callison-Burch LRM 70 45 0 29 Sep 2022
Improving alignment of dialogue agents via targeted human judgements Amelia Glaese Nat McAleese Maja Trkebacz John Aslanides Vlad Firoiu ... John F. J. Mellor Demis Hassabis Koray Kavukcuoglu Lisa Anne Hendricks G. Irving ALM AAML 230 506 0 28 Sep 2022
Argumentative Reward Learning: Reasoning About Human Preferences Francis Rhys Ward Francesco Belardinelli Francesca Toni HAI 92 2 0 28 Sep 2022
Generate rather than Retrieve: Large Language Models are Strong Context Generators W. Yu Dan Iter Shuohang Wang Yichong Xu Mingxuan Ju Soumya Sanyal Chenguang Zhu Michael Zeng Meng Jiang RALM AIMat 235 322 0 21 Sep 2022
Learn to Explain: Multimodal Reasoning via Thought Chains for Science Question Answering Pan Lu Swaroop Mishra Tony Xia Liang Qiu Kai-Wei Chang Song-Chun Zhu Oyvind Tafjord Peter Clark Ashwin Kalyan ELM ReLM LRM 211 1,113 0 20 Sep 2022
Does CLIP Know My Face? Dominik Hintersdorf Lukas Struppek Manuel Brack Felix Friedrich P. Schramowski Kristian Kersting VLM 21 9 0 15 Sep 2022
Law Informs Code: A Legal Informatics Approach to Aligning Artificial Intelligence with Humans John J. Nay ELM AILaw 88 27 0 14 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 Bin Cui Ming-Hsuan Yang DiffM MedIm 224 1,311 0 02 Sep 2022
Towards Boosting the Open-Domain Chatbot with Human Feedback Hua Lu Siqi Bao H. He Fan Wang Hua Wu Haifeng Wang ALM 20 18 0 30 Aug 2022
The Alignment Problem from a Deep Learning Perspective Richard Ngo Lawrence Chan Sören Mindermann 68 183 0 30 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 50 93 0 24 Aug 2022
Red Teaming Language Models to Reduce Harms: Methods, Scaling Behaviors, and Lessons Learned Deep Ganguli Liane Lovitt John Kernion Amanda Askell Yuntao Bai ... Nicholas Joseph Sam McCandlish C. Olah Jared Kaplan Jack Clark 231 446 0 23 Aug 2022
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 59 350 0 18 Aug 2022
Abstractive Meeting Summarization: A Survey Virgile Rennard Guokan Shang Julie Hunter Michalis Vazirgiannis 37 15 0 08 Aug 2022
Learning New Skills after Deployment: Improving open-domain internet-driven dialogue with human feedback Jing Xu Megan Ung M. Komeili Kushal Arora Y-Lan Boureau Jason Weston 30 37 0 05 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 56 82 0 02 Aug 2022
SMART: Sentences as Basic Units for Text Evaluation Reinald Kim Amplayo Peter J. Liu Yao-Min Zhao Shashi Narayan 32 21 0 01 Aug 2022
Few-shot Adaptation Works with UnpredicTable Data Jun Shern Chan Michael Pieler Jonathan Jao Jérémy Scheurer Ethan Perez 31 5 0 01 Aug 2022
Can large language models reason about medical questions? Valentin Liévin C. Hother Andreas Geert Motzfeldt Ole Winther ELM LM&MA AI4MH LRM 29 300 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 30 181 0 14 Jul 2022
What is Flagged in Uncertainty Quantification? Latent Density Models for Uncertainty Categorization Hao Sun B. V. Breugel Jonathan Crabbé Nabeel Seedat M. Schaar 29 4 0 11 Jul 2022
Big Learning Yulai Cong Miaoyun Zhao AI4CE 32 0 0 08 Jul 2022
Online SuBmodular + SuPermodular (BP) Maximization with Bandit Feedback Adhyyan Narang Omid Sadeghi Lillian J. Ratliff Maryam Fazel J. Bilmes OffRL 15 1 0 07 Jul 2022
BioTABQA: Instruction Learning for Biomedical Table Question Answering Man Luo S. Saxena Swaroop Mishra Mihir Parmar Chitta Baral LMTD 157 15 0 06 Jul 2022
CodeRL: Mastering Code Generation through Pretrained Models and Deep Reinforcement Learning Hung Le Yue Wang Akhilesh Deepak Gotmare Silvio Savarese Guosheng Lin SyDa ALM 135 240 0 05 Jul 2022
Rationale-Augmented Ensembles in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Denny Zhou ReLM LRM 35 124 0 02 Jul 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 27 197 0 21 Jun 2022
Interactive Visual Reasoning under Uncertainty Manjie Xu Guangyuan Jiang Wei Liang Song-Chun Zhu Yixin Zhu LRM 47 5 0 18 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 78 2,354 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 30 96 0 13 Jun 2022
X-Risk Analysis for AI Research Dan Hendrycks Mantas Mazeika 35 68 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 133 102 0 05 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 25 51 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 46 4 0 31 May 2022
Can Foundation Models Help Us Achieve Perfect Secrecy? Simran Arora Christopher Ré FedML 24 6 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 66 206 0 26 May 2022
Ground-Truth Labels Matter: A Deeper Look into Input-Label Demonstrations Kang Min Yoo Junyeob Kim Hyuhng Joon Kim Hyunsoo Cho Hwiyeol Jo Sang-Woo Lee Sang-goo Lee Taeuk Kim 31 123 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 44 47 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 24 21 0 25 May 2022
Is a Question Decomposition Unit All We Need? Pruthvi H. Patel Swaroop Mishra Mihir Parmar Chitta Baral ReLM 158 51 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 21 8 0 25 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,077 0 24 May 2022
RankGen: Improving Text Generation with Large Ranking Models Kalpesh Krishna Yapei Chang John Wieting Mohit Iyyer AIMat 24 68 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 71 791 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 59 297 0 10 May 2022
Language Models in the Loop: Incorporating Prompting into Weak Supervision Ryan Smith Jason Alan Fries Braden Hancock Stephen H. Bach 53 53 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 38 64 0 03 May 2022