Title
Using Large Language Models to Simulate Multiple Humans and Replicate Human Subject Studies Gati Aher RosaI. Arriaga Adam Tauman Kalai 64 350 0 18 Aug 2022
MultiPL-E: A Scalable and Extensible Approach to Benchmarking Neural Code Generation Federico Cassano John Gouwar Daniel Nguyen S. Nguyen Luna Phipps-Costin ... Carolyn Jane Anderson Molly Q. Feldman Arjun Guha Michael Greenberg Abhinav Jangda ELM 30 85 0 17 Aug 2022
Interactive Code Generation via Test-Driven User-Intent Formalization Shuvendu K. Lahiri Sarah Fakhoury Aaditya Naik Georgios Sakkas Saikat Chakraborty ... Piali Choudhury Curtis von Veh J. Inala Chenglong Wang Jianfeng Gao 24 63 0 11 Aug 2022
Reducing Retraining by Recycling Parameter-Efficient Prompts Brian Lester Joshua Yurtsever Siamak Shakeri Noah Constant 14 10 0 10 Aug 2022
Quality Not Quantity: On the Interaction between Dataset Design and Robustness of CLIP Thao Nguyen Gabriel Ilharco Mitchell Wortsman Sewoong Oh Ludwig Schmidt CLIP VLM 53 99 0 10 Aug 2022
Limitations of Language Models in Arithmetic and Symbolic Induction Jingu Qian Hong Wang Zekun Li Shiyang Li Xifeng Yan ReLM LRM 43 74 0 09 Aug 2022
Abstractive Meeting Summarization: A Survey Virgile Rennard Guokan Shang Julie Hunter Michalis Vazirgiannis 40 15 0 08 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
LAD: Language Models as Data for Zero-Shot Dialog Shikib Mehri Yasemin Altun M. Eskénazi 22 25 0 28 Jul 2022
Large Language Models and the Reverse Turing Test T. Sejnowski ELM 26 107 0 28 Jul 2022
Toward Transparent AI: A Survey on Interpreting the Inner Structures of Deep Neural Networks Tilman Raukur A. Ho Stephen Casper Dylan Hadfield-Menell AAML AI4CE 23 124 0 27 Jul 2022
PanGu-Coder: Program Synthesis with Function-Level Language Modeling Fenia Christopoulou Gerasimos Lampouras Milan Gritta Guchun Zhang Yinpeng Guo ... Guangtai Liang Jia Wei Xin Jiang Qianxiang Wang Qun Liu ELM SyDa ALM 45 74 0 22 Jul 2022
Scaling Laws vs Model Architectures: How does Inductive Bias Influence Scaling? Yi Tay Mostafa Dehghani Samira Abnar Hyung Won Chung W. Fedus J. Rao Sharan Narang Vinh Q. Tran Dani Yogatama Donald Metzler AI4CE 34 100 0 21 Jul 2022
Hidden Progress in Deep Learning: SGD Learns Parities Near the Computational Limit Boaz Barak Benjamin L. Edelman Surbhi Goel Sham Kakade Eran Malach Cyril Zhang 39 124 0 18 Jul 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
Machine Learning Model Sizes and the Parameter Gap Pablo Villalobos J. Sevilla T. Besiroglu Lennart Heim A. Ho Marius Hobbhahn ALM ELM AI4CE 33 58 0 05 Jul 2022
e-CLIP: Large-Scale Vision-Language Representation Learning in E-commerce Wonyoung Shin Jonghun Park Taekang Woo Yongwoo Cho Kwangjin Oh Hwanjun Song VLM 32 16 0 01 Jul 2022
Measuring Forgetting of Memorized Training Examples Matthew Jagielski Om Thakkar Florian Tramèr Daphne Ippolito Katherine Lee ... Eric Wallace Shuang Song Abhradeep Thakurta Nicolas Papernot Chiyuan Zhang TDI 73 102 0 30 Jun 2022
Long Range Language Modeling via Gated State Spaces Harsh Mehta Ankit Gupta Ashok Cutkosky Behnam Neyshabur Mamba 37 232 0 27 Jun 2022
Scaling Autoregressive Models for Content-Rich Text-to-Image Generation Jiahui Yu Yuanzhong Xu Jing Yu Koh Thang Luong Gunjan Baid ... Zarana Parekh Xin Li Han Zhang Jason Baldridge Yonghui Wu EGVM 131 1,072 0 22 Jun 2022
Questions Are All You Need to Train a Dense Passage Retriever Devendra Singh Sachan M. Lewis Dani Yogatama Luke Zettlemoyer J. Pineau Manzil Zaheer RALM 32 53 0 21 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 30 201 0 21 Jun 2022
Unified-IO: A Unified Model for Vision, Language, and Multi-Modal Tasks Jiasen Lu Christopher Clark Rowan Zellers Roozbeh Mottaghi Aniruddha Kembhavi ObjD VLM MLLM 77 393 0 17 Jun 2022
MineDojo: Building Open-Ended Embodied Agents with Internet-Scale Knowledge Linxi Fan Guanzhi Wang Yunfan Jiang Ajay Mandlekar Yuncong Yang Haoyi Zhu Andrew Tang De-An Huang Yuke Zhu Anima Anandkumar LM&Ro 51 352 0 17 Jun 2022
Towards Understanding How Machines Can Learn Causal Overhypotheses Eliza Kosoy David M. Chan Adrian Liu Jasmine Collins Bryanna Kaufmann Sandy Han Huang Jessica B. Hamrick John F. Canny Nan Rosemary Ke Alison Gopnik CML AI4CE 28 18 0 16 Jun 2022
Characteristics of Harmful Text: Towards Rigorous Benchmarking of Language Models Maribeth Rauh John F. J. Mellor J. Uesato Po-Sen Huang Johannes Welbl ... Amelia Glaese G. Irving Iason Gabriel William S. Isaac Lisa Anne Hendricks 33 49 0 16 Jun 2022
On Privacy and Personalization in Cross-Silo Federated Learning Ziyu Liu Shengyuan Hu Zhiwei Steven Wu Virginia Smith FedML 22 53 0 16 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 87 2,364 0 15 Jun 2022
Efficiently Training Low-Curvature Neural Networks Suraj Srinivas Kyle Matoba Himabindu Lakkaraju F. Fleuret AAML 23 15 0 14 Jun 2022
Prioritized Training on Points that are Learnable, Worth Learning, and Not Yet Learnt Sören Mindermann J. Brauner Muhammed Razzak Mrinank Sharma Andreas Kirsch ... Benedikt Höltgen Aidan Gomez Adrien Morisot Sebastian Farquhar Y. Gal 62 150 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 30 96 0 13 Jun 2022
Unveiling Transformers with LEGO: a synthetic reasoning task Yi Zhang A. Backurs Sébastien Bubeck Ronen Eldan Suriya Gunasekar Tal Wagner LRM 36 85 0 09 Jun 2022
Neural Collapse: A Review on Modelling Principles and Generalization Vignesh Kothapalli 30 74 0 08 Jun 2022
LegoNN: Building Modular Encoder-Decoder Models Siddharth Dalmia Dmytro Okhonko M. Lewis Sergey Edunov Shinji Watanabe Florian Metze Luke Zettlemoyer Abdel-rahman Mohamed AuLLM MoE 29 14 0 07 Jun 2022
Fault-Aware Neural Code Rankers J. Inala Chenglong Wang Mei Yang Andrés Codas Mark Encarnación Shuvendu K. Lahiri Madan Musuvathi Jianfeng Gao ALM 24 42 0 04 Jun 2022
ZeroQuant: Efficient and Affordable Post-Training Quantization for Large-Scale Transformers Z. Yao Reza Yazdani Aminabadi Minjia Zhang Xiaoxia Wu Conglong Li Yuxiong He VLM MQ 73 444 0 04 Jun 2022
Decentralized Training of Foundation Models in Heterogeneous Environments Binhang Yuan Yongjun He Jared Davis Tianyi Zhang Tri Dao Beidi Chen Percy Liang Christopher Ré Ce Zhang 33 90 0 02 Jun 2022
Billions of Parameters Are Worth More Than In-domain Training Data: A case study in the Legal Case Entailment Task G. Rosa L. Bonifacio Vitor Jeronymo Hugo Queiroz Abonizio R. Lotufo Rodrigo Nogueira AILaw ELM 38 10 0 30 May 2022
Teaching Models to Express Their Uncertainty in Words Stephanie C. Lin Jacob Hilton Owain Evans OOD 35 366 0 28 May 2022
Diffusion-LM Improves Controllable Text Generation Xiang Lisa Li John Thickstun Ishaan Gulrajani Percy Liang Tatsunori B. Hashimoto AI4CE 173 779 0 27 May 2022
GIT: A Generative Image-to-text Transformer for Vision and Language Jianfeng Wang Zhengyuan Yang Xiaowei Hu Linjie Li Kevin Qinghong Lin Zhe Gan Zicheng Liu Ce Liu Lijuan Wang VLM 59 529 0 27 May 2022
Can Foundation Models Help Us Achieve Perfect Secrecy? Simran Arora Christopher Ré FedML 24 6 0 27 May 2022
Inception Transformer Chenyang Si Weihao Yu Pan Zhou Yichen Zhou Xinchao Wang Shuicheng Yan ViT 37 187 0 25 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
Training Language Models with Memory Augmentation Zexuan Zhong Tao Lei Danqi Chen RALM 247 128 0 25 May 2022
Know Where You're Going: Meta-Learning for Parameter-Efficient Fine-Tuning Mozhdeh Gheini Xuezhe Ma Jonathan May 46 5 0 25 May 2022
PoeLM: A Meter- and Rhyme-Controllable Language Model for Unsupervised Poetry Generation Aitor Ormazabal Mikel Artetxe Manex Agirrezabal Aitor Soroa Etxabe Eneko Agirre 24 21 0 24 May 2022
ATTEMPT: Parameter-Efficient Multi-task Tuning via Attentional Mixtures of Soft Prompts Akari Asai Mohammadreza Salehi Matthew E. Peters Hannaneh Hajishirzi 130 100 0 24 May 2022
Large Language Models are Zero-Shot Reasoners Takeshi Kojima S. Gu Machel Reid Yutaka Matsuo Yusuke Iwasawa ReLM LRM 328 4,139 0 24 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 229 190 0 24 May 2022