Title
Neural Theory-of-Mind? On the Limits of Social Intelligence in Large LMs Maarten Sap Ronan Le Bras Daniel Fried Yejin Choi 27 207 0 24 Oct 2022
Realistic Data Augmentation Framework for Enhancing Tabular Reasoning D. K. Santhosh Kumar Vivek Gupta Soumya Sharma Shuo Zhang LMTD 21 3 0 23 Oct 2022
Graphically Structured Diffusion Models Christian Weilbach William Harvey Frank D. Wood DiffM 35 7 0 20 Oct 2022
Boosting Natural Language Generation from Instructions with Meta-Learning Budhaditya Deb Guoqing Zheng Ahmed Hassan Awadallah 24 13 0 20 Oct 2022
Large Language Models Can Self-Improve Jiaxin Huang S. Gu Le Hou Yuexin Wu Xuezhi Wang Hongkun Yu Jiawei Han ReLM AI4MH LRM 47 564 0 20 Oct 2022
Scaling Instruction-Finetuned Language Models Hyung Won Chung Le Hou Shayne Longpre Barret Zoph Yi Tay ... Jacob Devlin Adam Roberts Denny Zhou Quoc V. Le Jason W. Wei ReLM LRM 64 2,989 0 20 Oct 2022
Transcending Scaling Laws with 0.1% Extra Compute Yi Tay Jason W. Wei Hyung Won Chung Vinh Q. Tran David R. So ... Donald Metzler Slav Petrov N. Houlsby Quoc V. Le Mostafa Dehghani LRM 44 68 0 20 Oct 2022
lo-fi: distributed fine-tuning without communication Mitchell Wortsman Suchin Gururangan Shen Li Ali Farhadi Ludwig Schmidt Michael G. Rabbat Ari S. Morcos 32 24 0 19 Oct 2022
Scaling Laws for Reward Model Overoptimization Leo Gao John Schulman Jacob Hilton ALM 41 475 0 19 Oct 2022
TabLLM: Few-shot Classification of Tabular Data with Large Language Models S. Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang David Sontag LMTD 55 211 0 19 Oct 2022
Revision Transformers: Instructing Language Models to Change their Values Felix Friedrich Wolfgang Stammer P. Schramowski Kristian Kersting KELM 33 6 0 19 Oct 2022
Aligning MAGMA by Few-Shot Learning and Finetuning Jean-Charles Layoun Alexis Roger Irina Rish VLM 22 2 0 18 Oct 2022
Arithmetic Sampling: Parallel Diverse Decoding for Large Language Models Luke Vilnis Yury Zemlyanskiy Patrick C. Murray Alexandre Passos Sumit Sanghai 62 9 0 18 Oct 2022
Challenging BIG-Bench Tasks and Whether Chain-of-Thought Can Solve Them Mirac Suzgun Nathan Scales Nathanael Scharli Sebastian Gehrmann Yi Tay ... Aakanksha Chowdhery Quoc V. Le Ed H. Chi Denny Zhou Jason W. Wei ALM ELM LRM ReLM 92 997 0 17 Oct 2022
NormSAGE: Multi-Lingual Multi-Cultural Norm Discovery from Conversations On-the-Fly Yi Ren Fung Tuhin Chakraborty Hao Guo Owen Rambow Smaranda Muresan Heng Ji 21 39 0 16 Oct 2022
The Debate Over Understanding in AI's Large Language Models Melanie Mitchell D. Krakauer ELM 74 203 0 14 Oct 2022
Large Language Models are few(1)-shot Table Reasoners Wenhu Chen LMTD ReLM LRM 22 138 0 13 Oct 2022
PoliGraph: Automated Privacy Policy Analysis using Knowledge Graphs (Journal Version) Hao Cui R. Trimananda A. Markopoulou Scott Jordan 49 17 0 13 Oct 2022
EleutherAI: Going Beyond "Open Science" to "Science in the Open" Jason Phang Herbie Bradley Leo Gao Louis Castricato Stella Biderman VLM 48 12 0 12 Oct 2022
SEAL : Interactive Tool for Systematic Error Analysis and Labeling Nazneen Rajani Weixin Liang Lingjiao Chen Margaret Mitchell James Zou 42 16 0 11 Oct 2022
Mind's Eye: Grounded Language Model Reasoning through Simulation Ruibo Liu Jason W. Wei S. Gu Te-Yen Wu Soroush Vosoughi Claire Cui Denny Zhou Andrew M. Dai ReLM LRM 118 79 0 11 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 34 3 0 08 Oct 2022
Automatic Chain of Thought Prompting in Large Language Models Zhuosheng Zhang Aston Zhang Mu Li Alexander J. Smola ReLM LRM 67 575 0 07 Oct 2022
Rainier: Reinforced Knowledge Introspector for Commonsense Question Answering Jiacheng Liu Skyler Hallinan Ximing Lu Pengfei He Sean Welleck Hannaneh Hajishirzi Yejin Choi RALM 26 59 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 172 327 0 06 Oct 2022
Efficiently Enhancing Zero-Shot Performance of Instruction Following Model via Retrieval of Soft Prompt Seonghyeon Ye Joel Jang Doyoung Kim Yongrae Jo Minjoon Seo VLM 36 2 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 19 25 0 06 Oct 2022
Large Language Models are Pretty Good Zero-Shot Video Game Bug Detectors Mohammad Reza Taesiri Finlay Macklon Yihe Wang Hengshuo Shen C. Bezemer ELM LLMAG MLLM 42 13 0 05 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 220 208 0 05 Oct 2022
Decomposed Prompting: A Modular Approach for Solving Complex Tasks Tushar Khot H. Trivedi Matthew Finlayson Yao Fu Kyle Richardson Peter Clark Ashish Sabharwal ReLM LRM 70 416 0 05 Oct 2022
Goal Misgeneralization: Why Correct Specifications Aren't Enough For Correct Goals Rohin Shah Vikrant Varma Ramana Kumar Mary Phuong Victoria Krakovna J. Uesato Zachary Kenton 37 68 0 04 Oct 2022
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 31 239 0 03 Oct 2022
Language Models Are Greedy Reasoners: A Systematic Formal Analysis of Chain-of-Thought Abulhair Saparov He He ELM LRM ReLM 121 275 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 A. Kalyan ReLM LRM 49 267 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 227 502 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 229 321 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 A. Kalyan ELM ReLM LRM 211 1,106 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 Tengjiao Wang Ming-Hsuan Yang DiffM MedIm 224 1,304 0 02 Sep 2022
Towards Boosting the Open-Domain Chatbot with Human Feedback Hua Lu Siqi Bao H. He Fan Wang Hua-Hong Wu Haifeng Wang ALM 20 18 0 30 Aug 2022
The Alignment Problem from a Deep Learning Perspective Richard Ngo Lawrence Chan Sören Mindermann 59 183 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 225 446 0 23 Aug 2022
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 59 349 0 18 Aug 2022
Abstractive Meeting Summarization: A Survey Virgile Rennard Guokan Shang Julie Hunter Michalis Vazirgiannis 34 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 27 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 54 82 0 02 Aug 2022