Title
Knowledge-in-Context: Towards Knowledgeable Semi-Parametric Language Models Xiaoman Pan Wenlin Yao Hongming Zhang Dian Yu Dong Yu Jianshu Chen KELM 193 22 0 28 Oct 2022
Solving Math Word Problems via Cooperative Reasoning induced Language Models Xinyu Zhu Junjie Wang Lin Zhang Yuxiang Zhang Ruyi Gan Jiaxing Zhang Yujiu Yang ReLM LRM 30 76 0 28 Oct 2022
Can language models handle recursively nested grammatical structures? A case study on comparing models and humans Andrew Kyle Lampinen ReLM ELM 27 35 0 27 Oct 2022
Broken Neural Scaling Laws Ethan Caballero Kshitij Gupta Irina Rish David M. Krueger 30 74 0 26 Oct 2022
Contrastive Search Is What You Need For Neural Text Generation Yixuan Su Nigel Collier 25 50 0 25 Oct 2022
Help me write a poem: Instruction Tuning as a Vehicle for Collaborative Poetry Writing Tuhin Chakrabarty Vishakh Padmakumar Hengxing He 21 72 0 25 Oct 2022
Exploring The Landscape of Distributional Robustness for Question Answering Models Anas Awadalla Mitchell Wortsman Gabriel Ilharco Sewon Min Ian H. Magnusson Hannaneh Hajishirzi Ludwig Schmidt ELM OOD KELM 72 19 0 22 Oct 2022
Leveraging Large Language Models for Multiple Choice Question Answering Joshua Robinson Christopher Rytting David Wingate ELM 146 186 0 22 Oct 2022
A Causal Framework to Quantify the Robustness of Mathematical Reasoning with Language Models Alessandro Stolfo Zhijing Jin Kumar Shridhar Bernhard Schölkopf Mrinmaya Sachan ELM OOD LRM 35 61 0 21 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 47 566 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 76 2,999 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
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 110 1,011 0 17 Oct 2022
Prompting GPT-3 To Be Reliable Chenglei Si Zhe Gan Zhengyuan Yang Shuohang Wang Jianfeng Wang Jordan L. Boyd-Graber Lijuan Wang KELM LRM 50 281 0 17 Oct 2022
Model Criticism for Long-Form Text Generation Yuntian Deng Volodymyr Kuleshov Alexander M. Rush 44 19 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
Language Generation Models Can Cause Harm: So What Can We Do About It? An Actionable Survey Sachin Kumar Vidhisha Balachandran Lucille Njoo Antonios Anastasopoulos Yulia Tsvetkov ELM 77 85 0 14 Oct 2022
Can Language Representation Models Think in Bets? Zhi–Bin Tang Mayank Kejriwal 15 6 0 14 Oct 2022
SQA3D: Situated Question Answering in 3D Scenes Xiaojian Ma Silong Yong Zilong Zheng Qing Li Yitao Liang Song-Chun Zhu Siyuan Huang LM&Ro 33 132 0 14 Oct 2022
OpenOOD: Benchmarking Generalized Out-of-Distribution Detection Jingkang Yang Pengyun Wang Dejian Zou Zitang Zhou Kun Ding ... Kaiyang Zhou Wayne Zhang Dan Hendrycks Yixuan Li Ziwei Liu OODD 28 225 0 13 Oct 2022
Reflection of Thought: Inversely Eliciting Numerical Reasoning in Language Models via Solving Linear Systems Fan Zhou Haoyu Dong Qian Liu Zhoujun Cheng Shi Han Dongmei Zhang ReLM LRM 34 5 0 11 Oct 2022
SimSCOOD: Systematic Analysis of Out-of-Distribution Generalization in Fine-tuned Source Code Models Hossein Hajipour Ning Yu Cristian-Alexandru Staicu Mario Fritz OODD 27 4 0 10 Oct 2022
CHARD: Clinical Health-Aware Reasoning Across Dimensions for Text Generation Models Steven Y. Feng Vivek Khetan Bogdan Sacaleanu A. Gershman Eduard H. Hovy LRM 35 10 0 09 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 40 3 0 08 Oct 2022
Large Language Models can Implement Policy Iteration Ethan A. Brooks Logan Walls Richard L. Lewis Satinder Singh LM&Ro OffRL 134 21 0 07 Oct 2022
Measuring and Narrowing the Compositionality Gap in Language Models Ofir Press Muru Zhang Sewon Min Ludwig Schmidt Noah A. Smith M. Lewis ReLM KELM LRM 52 561 0 07 Oct 2022
Pix2Struct: Screenshot Parsing as Pretraining for Visual Language Understanding Kenton Lee Mandar Joshi Iulia Turc Hexiang Hu Fangyu Liu Julian Martin Eisenschlos Urvashi Khandelwal Peter Shaw Ming-Wei Chang Kristina Toutanova CLIP VLM 169 263 0 07 Oct 2022
VIMA: General Robot Manipulation with Multimodal Prompts Yunfan Jiang Agrim Gupta Zichen Zhang Guanzhi Wang Yongqiang Dou Yanjun Chen Li Fei-Fei Anima Anandkumar Yuke Zhu Linxi Fan LM&Ro 28 336 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 172 326 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
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 226 208 0 05 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model Aohan Zeng Xiao Liu Zhengxiao Du Zihan Wang Hanyu Lai ... Jidong Zhai Wenguang Chen Peng-Zhen Zhang Yuxiao Dong Jie Tang BDL LRM 253 1,073 0 05 Oct 2022
COMPS: Conceptual Minimal Pair Sentences for testing Robust Property Knowledge and its Inheritance in Pre-trained Language Models Kanishka Misra Julia Taylor Rayz Allyson Ettinger 33 10 0 05 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
Complexity-Based Prompting for Multi-Step Reasoning Yao Fu Hao-Chun Peng Ashish Sabharwal Peter Clark Tushar Khot ReLM LRM 162 414 0 03 Oct 2022
Zemi: Learning Zero-Shot Semi-Parametric Language Models from Multiple Tasks Zhenhailong Wang Xiaoman Pan Dian Yu Dong Yu Jianshu Chen Heng Ji VLM 38 9 0 01 Oct 2022
Unpacking Large Language Models with Conceptual Consistency Pritish Sahu Michael Cogswell Yunye Gong Ajay Divakaran LRM 87 16 0 29 Sep 2022
Compositional Semantic Parsing with Large Language Models Andrew Drozdov Nathanael Scharli Ekin Akyuurek Nathan Scales Xinying Song Xinyun Chen Olivier Bousquet Denny Zhou ReLM LRM 200 92 0 29 Sep 2022
Neural parameter calibration for large-scale multi-agent models Thomas Gaskin G. Pavliotis Mark Girolami AI4TS 26 23 0 27 Sep 2022
Can Large Language Models Truly Understand Prompts? A Case Study with Negated Prompts Joel Jang Seonghyeon Ye Minjoon Seo ELM LRM 95 64 0 26 Sep 2022
In-context Learning and Induction Heads Catherine Olsson Nelson Elhage Neel Nanda Nicholas Joseph Nova Dassarma ... Tom B. Brown Jack Clark Jared Kaplan Sam McCandlish C. Olah 250 463 0 24 Sep 2022
Promptagator: Few-shot Dense Retrieval From 8 Examples Zhuyun Dai Vincent Zhao Ji Ma Yi Luan Jianmo Ni Jing Lu A. Bakalov Kelvin Guu Keith B. Hall Ming-Wei Chang RALM 11 223 0 23 Sep 2022
WeLM: A Well-Read Pre-trained Language Model for Chinese Hui Su Xiao Zhou Houjin Yu Xiaoyu Shen Yuwen Chen Zilin Zhu Yang Yu Jie Zhou 37 23 0 21 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
Metadata Archaeology: Unearthing Data Subsets by Leveraging Training Dynamics Shoaib Ahmed Siddiqui Nitarshan Rajkumar Tegan Maharaj David M. Krueger Sara Hooker 44 27 0 20 Sep 2022
Enabling Conversational Interaction with Mobile UI using Large Language Models Bryan Wang Gang Li Yang Li 181 132 0 18 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
Efficient Methods for Natural Language Processing: A Survey Marcos Vinícius Treviso Ji-Ung Lee Tianchu Ji Betty van Aken Qingqing Cao ... Emma Strubell Niranjan Balasubramanian Leon Derczynski Iryna Gurevych Roy Schwartz 30 109 0 31 Aug 2022
The Alignment Problem from a Deep Learning Perspective Richard Ngo Lawrence Chan Sören Mindermann 68 183 0 30 Aug 2022
Smoothing Entailment Graphs with Language Models Nick McKenna Tianyi Li Mark Johnson Mark Steedman 22 10 0 30 Jul 2022