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JASMINE: Arabic GPT Models for Few-Shot Learning El Moatez Billah Nagoudi Muhammad Abdul-Mageed AbdelRahim Elmadany Alcides Alcoba Inciarte Md. Tawkat Islam Khondaker 77 9 0 21 Dec 2022
A Survey of Deep Learning for Mathematical Reasoning Pan Lu Liang Qiu Wenhao Yu Sean Welleck Kai-Wei Chang ReLM LRM 133 150 0 20 Dec 2022
Task Ambiguity in Humans and Language Models Alex Tamkin Kunal Handa Ava Shrestha Noah D. Goodman UQLM 122 23 0 20 Dec 2022
Interleaving Retrieval with Chain-of-Thought Reasoning for Knowledge-Intensive Multi-Step Questions H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal KELM RALM LRM 168 476 0 20 Dec 2022
Can Current Task-oriented Dialogue Models Automate Real-world Scenarios in the Wild? Sang-Woo Lee Sungdong Kim Donghyeon Ko Dong-hyun Ham Youngki Hong ... Wangkyo Jung Kyunghyun Cho Donghyun Kwak H. Noh W. Park 103 2 0 20 Dec 2022
Precise Zero-Shot Dense Retrieval without Relevance Labels Luyu Gao Xueguang Ma Jimmy J. Lin Jamie Callan RALM 103 342 0 20 Dec 2022
Generic Temporal Reasoning with Differential Analysis and Explanation Yu Feng Ben Zhou Haoyu Wang H. Jin Dan Roth OOD 124 21 0 20 Dec 2022
Controllable Text Generation with Language Constraints Howard Chen Huihan Li Danqi Chen Karthik Narasimhan 67 16 0 20 Dec 2022
SODA: Million-scale Dialogue Distillation with Social Commonsense Contextualization Hyunwoo J. Kim Jack Hessel Liwei Jiang Peter West Ximing Lu ... Ronan Le Bras Malihe Alikhani Gunhee Kim Maarten Sap Yejin Choi HILM 132 171 0 20 Dec 2022
Go-tuning: Improving Zero-shot Learning Abilities of Smaller Language Models Jingjing Xu Qingxiu Dong Hongyi Liu Lei Li ALM LRM 73 1 0 20 Dec 2022
Is GPT-3 a Good Data Annotator? Bosheng Ding Chengwei Qin Linlin Liu Yew Ken Chia Shafiq Joty Boyang Albert Li Lidong Bing 95 250 0 20 Dec 2022
CoCo: Coherence-Enhanced Machine-Generated Text Detection Under Data Limitation With Contrastive Learning Xiaoming Liu Zhaohan Zhang Yichen Wang Hang Pu Y. Lan Chao Shen 95 41 0 20 Dec 2022
Large Language Models Are Reasoning Teachers Namgyu Ho Laura Schmid Se-Young Yun ReLM ELM LRM 144 351 0 20 Dec 2022
When Federated Learning Meets Pre-trained Language Models' Parameter-Efficient Tuning Methods Zhuo Zhang Yuanhang Yang Yong Dai Zhuang Li Zenglin Xu FedML 124 85 0 20 Dec 2022
Towards Understanding Chain-of-Thought Prompting: An Empirical Study of What Matters Boshi Wang Sewon Min Xiang Deng Jiaming Shen You Wu Luke Zettlemoyer Huan Sun LRM ReLM 122 252 0 20 Dec 2022
On Improving Summarization Factual Consistency from Natural Language Feedback Yixin Liu Budhaditya Deb Milagro Teruel Aaron L Halfaker Dragomir R. Radev Ahmed Hassan Awadallah HILM 64 38 0 20 Dec 2022
Evaluating Human-Language Model Interaction Mina Lee Megha Srivastava Amelia Hardy John Thickstun Esin Durmus ... Hancheng Cao Tony Lee Rishi Bommasani Michael S. Bernstein Percy Liang LM&MA ALM 112 102 0 19 Dec 2022
One Embedder, Any Task: Instruction-Finetuned Text Embeddings Hongjin Su Weijia Shi Jungo Kasai Yizhong Wang Yushi Hu Mari Ostendorf Wen-tau Yih Noah A. Smith Luke Zettlemoyer Tao Yu 117 303 0 19 Dec 2022
LENS: A Learnable Evaluation Metric for Text Simplification Mounica Maddela Yao Dou David Heineman Wei Xu 62 65 0 19 Dec 2022
Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor Or Honovich Thomas Scialom Omer Levy Timo Schick ALM 167 374 0 19 Dec 2022
The Decades Progress on Code-Switching Research in NLP: A Systematic Survey on Trends and Challenges Genta Indra Winata Alham Fikri Aji Zheng-Xin Yong Thamar Solorio 133 37 0 19 Dec 2022
Optimizing Prompts for Text-to-Image Generation Y. Hao Zewen Chi Li Dong Furu Wei 125 152 0 19 Dec 2022
Reasoning with Language Model Prompting: A Survey Shuofei Qiao Yixin Ou Ningyu Zhang Xiang Chen Yunzhi Yao Shumin Deng Chuanqi Tan Fei Huang Huajun Chen ReLM ELM LRM 234 327 0 19 Dec 2022
Discovering Language Model Behaviors with Model-Written Evaluations Ethan Perez Sam Ringer Kamilė Lukošiūtė Karina Nguyen Edwin Chen ... Danny Hernandez Deep Ganguli Evan Hubinger Nicholas Schiefer Jared Kaplan ALM 102 407 0 19 Dec 2022
I2D2: Inductive Knowledge Distillation with NeuroLogic and Self-Imitation Chandra Bhagavatula Jena D. Hwang Doug Downey Ronan Le Bras Ximing Lu Lianhui Qin Keisuke Sakaguchi Swabha Swayamdipta Peter West Yejin Choi 103 34 0 19 Dec 2022
Emergent Analogical Reasoning in Large Language Models Taylor Webb K. Holyoak Hongjing Lu ReLM ELM LRM AI4CE 112 321 0 19 Dec 2022
LaSQuE: Improved Zero-Shot Classification from Explanations Through Quantifier Modeling and Curriculum Learning Sayan Ghosh Rakesh R Menon Shashank Srivastava 80 2 0 18 Dec 2022
PoE: a Panel of Experts for Generalized Automatic Dialogue Assessment Chen Zhang L. F. D’Haro Qiquan Zhang Thomas Friedrichs Haizhou Li 77 7 0 18 Dec 2022
Rarely a problem? Language models exhibit inverse scaling in their predictions following few-type quantifiers J. Michaelov Benjamin Bergen 44 17 0 16 Dec 2022
ALERT: Adapting Language Models to Reasoning Tasks Ping Yu Tianlu Wang O. Yu. Golovneva Badr AlKhamissi Siddharth Verma Zhijing Jin Gargi Ghosh Mona T. Diab Asli Celikyilmaz ReLM LRM 85 19 0 16 Dec 2022
On Second Thought, Let's Not Think Step by Step! Bias and Toxicity in Zero-Shot Reasoning Omar Shaikh Hongxin Zhang William B. Held Michael S. Bernstein Diyi Yang ReLM LRM 162 200 0 15 Dec 2022
Revisiting the Gold Standard: Grounding Summarization Evaluation with Robust Human Evaluation Yixin Liu Alexander R. Fabbri Pengfei Liu Yilun Zhao Linyong Nan ... Simeng Han Shafiq Joty Chien-Sheng Wu Caiming Xiong Dragomir R. Radev ALM 86 134 0 15 Dec 2022
Manifestations of Xenophobia in AI Systems Nenad Tomašev J. L. Maynard Iason Gabriel 102 9 0 15 Dec 2022
Constitutional AI: Harmlessness from AI Feedback Yuntao Bai Saurav Kadavath Sandipan Kundu Amanda Askell John Kernion ... Dario Amodei Nicholas Joseph Sam McCandlish Tom B. Brown Jared Kaplan SyDa MoMe 311 1,651 0 15 Dec 2022
APOLLO: An Optimized Training Approach for Long-form Numerical Reasoning Jiashuo Sun Hang Zhang Chen Lin Nan Duan Yeyun Gong Jian Guo AIMat RALM 78 6 0 14 Dec 2022
A fine-grained comparison of pragmatic language understanding in humans and language models Jennifer Hu Sammy Floyd Olessia Jouravlev Evelina Fedorenko E. Gibson 73 63 0 13 Dec 2022
Diverse Demonstrations Improve In-context Compositional Generalization Itay Levy Ben Bogin Jonathan Berant 98 146 0 13 Dec 2022
Sparse Upcycling: Training Mixture-of-Experts from Dense Checkpoints Aran Komatsuzaki J. Puigcerver James Lee-Thorp Carlos Riquelme Ruiz Basil Mustafa Joshua Ainslie Yi Tay Mostafa Dehghani N. Houlsby MoMe MoE 108 124 0 09 Dec 2022
Open-world Story Generation with Structured Knowledge Enhancement: A Comprehensive Survey Yuxin Wang Jieru Lin Zhiwei Yu Wei Hu Börje F. Karlsson 138 20 0 09 Dec 2022
Structured Like a Language Model: Analysing AI as an Automated Subject Liam Magee Vanicka Arora Luke Munn 33 21 0 08 Dec 2022
Editing Models with Task Arithmetic Gabriel Ilharco Marco Tulio Ribeiro Mitchell Wortsman Suchin Gururangan Ludwig Schmidt Hannaneh Hajishirzi Ali Farhadi KELM MoMe MU 217 523 0 08 Dec 2022
Discovering Latent Knowledge in Language Models Without Supervision Collin Burns Haotian Ye Dan Klein Jacob Steinhardt 163 386 0 07 Dec 2022
Memorization of Named Entities in Fine-tuned BERT Models Andor Diera N. Lell Aygul Garifullina A. Scherp 68 0 0 07 Dec 2022
Harnessing Knowledge and Reasoning for Human-Like Natural Language Generation: A Brief Review Jiangjie Chen Yanghua Xiao 118 5 0 07 Dec 2022
Talking About Large Language Models Murray Shanahan AI4CE 132 275 0 07 Dec 2022
Beyond Object Recognition: A New Benchmark towards Object Concept Learning Yong-Lu Li Yue Xu Xinyu Xu Xiaohan Mao Yuan Yao Siqi Liu Cewu Lu OCL 148 9 0 06 Dec 2022
Understanding How Model Size Affects Few-shot Instruction Prompting Ayrton San Joaquin Ardy Haroen 39 0 0 04 Dec 2022
Language Models as Agent Models Jacob Andreas LLMAG 90 141 0 03 Dec 2022
Exploring the Limits of Differentially Private Deep Learning with Group-wise Clipping Jiyan He Xuechen Li Da Yu Huishuai Zhang Janardhan Kulkarni Y. Lee A. Backurs Nenghai Yu Jiang Bian 122 49 0 03 Dec 2022
Extensible Prompts for Language Models on Zero-shot Language Style Customization Tao Ge Jing Hu Li Dong Shaoguang Mao Yanqiu Xia Xun Wang Si-Qing Chen Furu Wei VLM 87 7 0 01 Dec 2022