Title
Do Multi-Document Summarization Models Synthesize? Jay DeYoung Stephanie C. Martinez Iain J. Marshall Byron C. Wallace 24 8 0 31 Jan 2023
REPLUG: Retrieval-Augmented Black-Box Language Models Weijia Shi Sewon Min Michihiro Yasunaga Minjoon Seo Rich James M. Lewis Luke Zettlemoyer Wen-tau Yih RALM VLM KELM 83 580 0 30 Jan 2023
Unifying Molecular and Textual Representations via Multi-task Language Modelling Dimitrios Christofidellis Giorgio Giannone Jannis Born Ole Winther Teodoro Laino Matteo Manica AI4CE 24 79 0 29 Jan 2023
Large Language Models for Biomedical Knowledge Graph Construction: Information extraction from EMR notes Vahan Arsenyan Spartak Bughdaryan Fadi Shaya Kent Small Davit Shahnazaryan 35 10 0 29 Jan 2023
Prompting Large Language Model for Machine Translation: A Case Study Biao Zhang Barry Haddow Alexandra Birch LRM 27 275 0 17 Jan 2023
TikTalk: A Video-Based Dialogue Dataset for Multi-Modal Chitchat in Real World Hongpeng Lin Ludan Ruan Wenke Xia Peiyu Liu Jing Wen ... Di Hu Ruihua Song Wayne Xin Zhao Qin Jin Zhiwu Lu VGen 33 9 0 14 Jan 2023
Memory Augmented Large Language Models are Computationally Universal Dale Schuurmans 35 45 0 10 Jan 2023
ORCA: A Challenging Benchmark for Arabic Language Understanding AbdelRahim Elmadany El Moatez Billah Nagoudi Muhammad Abdul-Mageed ELM 17 40 0 21 Dec 2022
DePlot: One-shot visual language reasoning by plot-to-table translation Fangyu Liu Julian Martin Eisenschlos Francesco Piccinno Syrine Krichene Chenxi Pang Kenton Lee Mandar Joshi Wenhu Chen Nigel Collier Yasemin Altun VLM ReLM LRM 27 89 0 20 Dec 2022
Towards Reasoning in Large Language Models: A Survey Jie Huang Kevin Chen-Chuan Chang LM&MA ELM LRM 29 586 0 20 Dec 2022
Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor Or Honovich Thomas Scialom Omer Levy Timo Schick ALM 48 362 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 71 311 0 19 Dec 2022
BLOOM+1: Adding Language Support to BLOOM for Zero-Shot Prompting Zheng-Xin Yong Hailey Schoelkopf Niklas Muennighoff Alham Fikri Aji David Ifeoluwa Adelani ... Genta Indra Winata Stella Biderman Edward Raff Dragomir R. Radev Vassilina Nikoulina CLL VLM AI4CE LRM 35 81 0 19 Dec 2022
Latent Diffusion for Language Generation Justin Lovelace Varsha Kishore Chao-gang Wan Eliot Shekhtman Kilian Q. Weinberger DiffM 24 71 0 19 Dec 2022
Improving Cross-task Generalization of Unified Table-to-text Models with Compositional Task Configurations Jifan Chen Yuhao Zhang Lan Liu Rui Dong Xinchi Chen Patrick K. L. Ng William Yang Wang Zhiheng Huang AI4CE 30 4 0 17 Dec 2022
Teaching Small Language Models to Reason Lucie Charlotte Magister Jonathan Mallinson Jakub Adamek Eric Malmi Aliaksei Severyn LRM AI4CE ReLM 42 247 0 16 Dec 2022
Attributed Question Answering: Evaluation and Modeling for Attributed Large Language Models Bernd Bohnet Vinh Q. Tran Pat Verga Roee Aharoni D. Andor ... Michael Collins Dipanjan Das Donald Metzler Slav Petrov Kellie Webster 43 59 0 15 Dec 2022
Unifying Vision, Text, and Layout for Universal Document Processing Zineng Tang Ziyi Yang Guoxin Wang Yuwei Fang Yang Liu Chenguang Zhu Michael Zeng Chao-Yue Zhang Joey Tianyi Zhou VLM 32 106 0 05 Dec 2022
Can In-context Learners Learn a Reasoning Concept from Demonstrations? Michal Tefnik Marek Kadlcík LRM 16 5 0 03 Dec 2022
ColD Fusion: Collaborative Descent for Distributed Multitask Finetuning Shachar Don-Yehiya Elad Venezian Colin Raffel Noam Slonim Yoav Katz Leshem Choshen MoMe 28 52 0 02 Dec 2022
HyperTuning: Toward Adapting Large Language Models without Back-propagation Jason Phang Yi Mao Pengcheng He Weizhu Chen 24 30 0 22 Nov 2022
PromptCap: Prompt-Guided Task-Aware Image Captioning Yushi Hu Hang Hua Zhengyuan Yang Weijia Shi Noah A. Smith Jiebo Luo 51 101 0 15 Nov 2022
A Universal Discriminator for Zero-Shot Generalization Haike Xu Zongyu Lin Jing Zhou Yanan Zheng Zhilin Yang AI4CE 21 14 0 15 Nov 2022
Two-stage LLM Fine-tuning with Less Specialization and More Generalization Yihan Wang Si Si Daliang Li Michal Lukasik Felix X. Yu Cho-Jui Hsieh Inderjit S Dhillon Sanjiv Kumar 46 29 0 01 Nov 2022
CONDAQA: A Contrastive Reading Comprehension Dataset for Reasoning about Negation Abhilasha Ravichander Matt Gardner Ana Marasović 33 34 0 01 Nov 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
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
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 39 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
Binding Language Models in Symbolic Languages Zhoujun Cheng Tianbao Xie Peng Shi Chengzu Li Rahul Nadkarni ... Dragomir R. Radev Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu LMTD 128 198 0 06 Oct 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
Using cognitive psychology to understand GPT-3 Marcel Binz Eric Schulz ELM LLMAG 250 440 0 21 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 75 2,354 0 15 Jun 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
"I'm sorry to hear that": Finding New Biases in Language Models with a Holistic Descriptor Dataset Eric Michael Smith Melissa Hall Melanie Kambadur Eleonora Presani Adina Williams 79 130 0 18 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
Self-Consistency Improves Chain of Thought Reasoning in Language Models Xuezhi Wang Jason W. Wei Dale Schuurmans Quoc Le Ed H. Chi Sharan Narang Aakanksha Chowdhery Denny Zhou ReLM BDL LRM AI4CE 314 3,273 0 21 Mar 2022
Training language models to follow instructions with human feedback Long Ouyang Jeff Wu Xu Jiang Diogo Almeida Carroll L. Wainwright ... Amanda Askell Peter Welinder Paul Christiano Jan Leike Ryan J. Lowe OSLM ALM 345 12,003 0 04 Mar 2022
Chain-of-Thought Prompting Elicits Reasoning in Large Language Models Jason W. Wei Xuezhi Wang Dale Schuurmans Maarten Bosma Brian Ichter F. Xia Ed H. Chi Quoc Le Denny Zhou LM&Ro LRM AI4CE ReLM 398 8,559 0 28 Jan 2022
A Survey of Controllable Text Generation using Transformer-based Pre-trained Language Models Hanqing Zhang Haolin Song Shaoyu Li Ming Zhou Dawei Song 52 214 0 14 Jan 2022
SynthBio: A Case Study in Human-AI Collaborative Curation of Text Datasets Ann Yuan Daphne Ippolito Vitaly Nikolaev Chris Callison-Burch Andy Coenen Sebastian Gehrmann SyDa 112 20 0 11 Nov 2021
Multitask Prompted Training Enables Zero-Shot Task Generalization Victor Sanh Albert Webson Colin Raffel Stephen H. Bach Lintang Sutawika ... T. Bers Stella Biderman Leo Gao Thomas Wolf Alexander M. Rush LRM 215 1,661 0 15 Oct 2021
Primer: Searching for Efficient Transformers for Language Modeling David R. So Wojciech Mañke Hanxiao Liu Zihang Dai Noam M. Shazeer Quoc V. Le VLM 91 152 0 17 Sep 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 223 180 0 18 Apr 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,858 0 18 Apr 2021
Self-Diagnosis and Self-Debiasing: A Proposal for Reducing Corpus-Based Bias in NLP Timo Schick Sahana Udupa Hinrich Schütze 262 374 0 28 Feb 2021
Did Aristotle Use a Laptop? A Question Answering Benchmark with Implicit Reasoning Strategies Mor Geva Daniel Khashabi Elad Segal Tushar Khot Dan Roth Jonathan Berant RALM 259 677 0 06 Jan 2021
Scaling Laws for Neural Language Models Jared Kaplan Sam McCandlish T. Henighan Tom B. Brown B. Chess R. Child Scott Gray Alec Radford Jeff Wu Dario Amodei 264 4,489 0 23 Jan 2020
e-SNLI: Natural Language Inference with Natural Language Explanations Oana-Maria Camburu Tim Rocktaschel Thomas Lukasiewicz Phil Blunsom LRM 272 622 0 04 Dec 2018