Title
FLAVA: A Foundational Language And Vision Alignment Model Amanpreet Singh Ronghang Hu Vedanuj Goswami Guillaume Couairon Wojciech Galuba Marcus Rohrbach Douwe Kiela CLIP VLM 133 719 0 08 Dec 2021
Bidimensional Leaderboards: Generate and Evaluate Language Hand in Hand Jungo Kasai Keisuke Sakaguchi Ronan Le Bras Lavinia Dunagan Jacob Morrison Alexander R. Fabbri Yejin Choi Noah A. Smith 97 40 0 08 Dec 2021
What to Learn, and How: Toward Effective Learning from Rationales Samuel Carton Surya Kanoria Chenhao Tan 120 25 0 30 Nov 2021
SimCLAD: A Simple Framework for Contrastive Learning of Acronym Disambiguation Bin Li Fei Xia Yixuan Weng Xiusheng Huang Bin Sun 131 4 0 29 Nov 2021
Transformer-based Korean Pretrained Language Models: A Survey on Three Years of Progress Kichang Yang KELM VLM 79 12 0 25 Nov 2021
TWEETSUMM -- A Dialog Summarization Dataset for Customer Service Guy Feigenblat R. Chulaka Gunasekara Benjamin Sznajder Sachindra Joshi D. Konopnicki R. Aharonov VLM 40 42 0 23 Nov 2021
DeepQR: Neural-based Quality Ratings for Learnersourced Multiple-Choice Questions Lin Ni Qiming Bao Xiaoxuan Li Qianqian Qi Paul Denny Jim Warren Michael Witbrock Jiamo Liu AI4Ed 138 15 0 19 Nov 2021
Transparent Human Evaluation for Image Captioning Jungo Kasai Keisuke Sakaguchi Lavinia Dunagan Jacob Morrison Ronan Le Bras Yejin Choi Noah A. Smith 82 49 0 17 Nov 2021
TorchGeo: Deep Learning With Geospatial Data Adam J. Stewart Caleb Robinson Isaac Corley Anthony Ortiz J. L. Ferres Arindam Banerjee 3DPC 109 79 0 17 Nov 2021
Information Extraction from Visually Rich Documents with Font Style Embeddings Ismail Oussaid William Vanhuffel Pirashanth Ratnamogan Mhamed Hajaiej Alexis Mathey Thomas Gilles 46 1 0 07 Nov 2021
An Explanation of In-context Learning as Implicit Bayesian Inference Sang Michael Xie Aditi Raghunathan Percy Liang Tengyu Ma ReLM BDL VPVLM LRM 259 764 0 03 Nov 2021
Colossal-AI: A Unified Deep Learning System For Large-Scale Parallel Training Yongbin Li Hongxin Liu Zhengda Bian Boxiang Wang Haichen Huang Fan Cui Chuan-Qing Wang Yang You GNN 111 149 0 28 Oct 2021
CLLD: Contrastive Learning with Label Distance for Text Classification Jinhe Lan Qingyuan Zhan Chenhao Jiang Kunping Yuan Desheng Wang VLM 64 2 0 25 Oct 2021
Fast Model Editing at Scale E. Mitchell Charles Lin Antoine Bosselut Chelsea Finn Christopher D. Manning KELM 358 379 0 21 Oct 2021
UniPELT: A Unified Framework for Parameter-Efficient Language Model Tuning Yuning Mao Lambert Mathias Rui Hou Amjad Almahairi Hao Ma Jiawei Han Wen-tau Yih Madian Khabsa 70 198 0 14 Oct 2021
TAG: Toward Accurate Social Media Content Tagging with a Concept Graph Jiuding Yang Weidong Guo Bang Liu Yu Chaoyue Wang Jinwen Luo Linglong Kong Di Niu Zhen Wen 3DV 49 0 0 13 Oct 2021
Pre-trained Language Models in Biomedical Domain: A Systematic Survey Benyou Wang Qianqian Xie Jiahuan Pei Zhihong Chen Prayag Tiwari Zhao Li Jie Fu LM&MA AI4CE 154 172 0 11 Oct 2021
Lightweight Transformer in Federated Setting for Human Activity Recognition Ali Raza K. Tran L. Koehl Shujun Li Xianyi Zeng Khaled Benzaidi MedIm 72 10 0 01 Oct 2021
Multi-Task Pre-Training for Plug-and-Play Task-Oriented Dialogue System Yixuan Su Lei Shu Elman Mansimov Arshit Gupta Deng Cai Yi-An Lai Yi Zhang 226 195 0 29 Sep 2021
PicTalky: Augmentative and Alternative Communication Software for Language Developmental Disabilities Chanjun Park Yoonna Jang Seolhwa Lee Jaehyung Seo Kisu Yang Heuiseok Lim 23 6 0 27 Sep 2021
Robustness and Sensitivity of BERT Models Predicting Alzheimer's Disease from Text Jekaterina Novikova OOD 76 10 0 24 Sep 2021
Improving Unsupervised Question Answering via Summarization-Informed Question Generation Chenyang Lyu Lifeng Shang Yvette Graham Jennifer Foster Xin Jiang Qun Liu 66 44 0 16 Sep 2021
On Language Models for Creoles Heather Lent Emanuele Bugliarello Miryam de Lhoneux Chen Qiu Anders Søgaard 109 21 0 13 Sep 2021
"Let Your Characters Tell Their Story": A Dataset for Character-Centric Narrative Understanding Faeze Brahman Meng Huang Oyvind Tafjord Chao Zhao Mrinmaya Sachan Snigdha Chaturvedi 67 57 0 12 Sep 2021
Negative Sample Matters: A Renaissance of Metric Learning for Temporal Grounding Zhenzhi Wang Limin Wang Tao Wu Tianhao Li Gangshan Wu AI4TS 110 122 0 10 Sep 2021
Mining Points of Interest via Address Embeddings: An Unsupervised Approach A. Ganesan Anubhav Gupta Josey Mathew 26 5 0 09 Sep 2021
KELM: Knowledge Enhanced Pre-Trained Language Representations with Message Passing on Hierarchical Relational Graphs Yinquan Lu H. Lu Guirong Fu Qun Liu KELM 46 34 0 09 Sep 2021
A Bayesian Framework for Information-Theoretic Probing Tiago Pimentel Ryan Cotterell 72 25 0 08 Sep 2021
On the Transferability of Pre-trained Language Models: A Study from Artificial Datasets Cheng-Han Chiang Hung-yi Lee SyDa 86 27 0 08 Sep 2021
Hierarchical Summarization for Longform Spoken Dialog Daniel Li Thomas Chen Albert Tung Lydia B. Chilton 47 19 0 21 Aug 2021
SURFNet: Super-resolution of Turbulent Flows with Transfer Learning using Small Datasets Octavi Obiols-Sales Abhinav Vishnu Nicholas Malaya Aparna Chandramowlishwaran AI4CE 76 25 0 17 Aug 2021
Natural Language-Guided Programming Geert Heyman Rafael Huysegems P. Justen Tom Van Cutsem 54 12 0 11 Aug 2021
A Study of Social and Behavioral Determinants of Health in Lung Cancer Patients Using Transformers-based Natural Language Processing Models Zehao Yu Xi Yang Chong Dang Songzi Wu P. Adekkanattu ... T. George William R. Hogan Yi Guo Jiang Bian Yonghui Wu 58 38 0 10 Aug 2021
Embodied BERT: A Transformer Model for Embodied, Language-guided Visual Task Completion Alessandro Suglia Qiaozi Gao Jesse Thomason Govind Thattai Gaurav Sukhatme LM&Ro 127 78 0 10 Aug 2021
MuSiQue: Multihop Questions via Single-hop Question Composition H. Trivedi Niranjan Balasubramanian Tushar Khot Ashish Sabharwal LRM 145 282 0 02 Aug 2021
Domain-matched Pre-training Tasks for Dense Retrieval Barlas Oğuz Kushal Lakhotia Anchit Gupta Patrick Lewis Vladimir Karpukhin ... Xilun Chen Sebastian Riedel Wen-tau Yih Sonal Gupta Yashar Mehdad RALM 82 67 0 28 Jul 2021
Just Train Twice: Improving Group Robustness without Training Group Information Emmy Liu Behzad Haghgoo Annie S. Chen Aditi Raghunathan Pang Wei Koh Shiori Sagawa Percy Liang Chelsea Finn OOD 118 563 0 19 Jul 2021
Turning Tables: Generating Examples from Semi-structured Tables for Endowing Language Models with Reasoning Skills Ori Yoran Alon Talmor Jonathan Berant ReLM LRM 238 54 0 15 Jul 2021
FairyTailor: A Multimodal Generative Framework for Storytelling Eden Bensaid Mauro Martino Benjamin Hoover Hendrik Strobelt LRM 77 20 0 13 Jul 2021
Noise Stability Regularization for Improving BERT Fine-tuning Hang Hua Xingjian Li Dejing Dou Chengzhong Xu Jiebo Luo 79 45 0 10 Jul 2021
Deep Extrapolation for Attribute-Enhanced Generation Alvin Chan Ali Madani Ben Krause Nikhil Naik 111 26 0 07 Jul 2021
Mind Your Outliers! Investigating the Negative Impact of Outliers on Active Learning for Visual Question Answering Siddharth Karamcheti Ranjay Krishna Li Fei-Fei Christopher D. Manning 96 92 0 06 Jul 2021
Productivity, Portability, Performance: Data-Centric Python Yiheng Wang Yao Zhang Yanzhang Wang Yan Wan Jiao Wang Zhongyuan Wu Yuhao Yang Bowen She 163 101 0 01 Jul 2021
Enhancing the Generalization for Intent Classification and Out-of-Domain Detection in SLU Yilin Shen Yen-Chang Hsu Avik Ray Hongxia Jin 60 41 0 28 Jun 2021
Cutting Down on Prompts and Parameters: Simple Few-Shot Learning with Language Models Robert L Logan IV Ivana Balavzević Eric Wallace Fabio Petroni Sameer Singh Sebastian Riedel VPVLM 106 212 0 24 Jun 2021
Revisiting Deep Learning Models for Tabular Data Yu. V. Gorishniy Ivan Rubachev Valentin Khrulkov Artem Babenko LMTD 135 780 0 22 Jun 2021
DocFormer: End-to-End Transformer for Document Understanding Srikar Appalaraju Bhavan A. Jasani Bhargava Urala Kota Yusheng Xie R. Manmatha ViT 100 281 0 22 Jun 2021
Out-of-Scope Intent Detection with Self-Supervision and Discriminative Training Li-Ming Zhan Haowen Liang Bo Liu Lu Fan Xiao-Ming Wu Albert Y. S. Lam OODD 61 80 0 16 Jun 2021
Neural Optimization Kernel: Towards Robust Deep Learning Yueming Lyu Ivor Tsang 53 1 0 11 Jun 2021
Causal Abstractions of Neural Networks Atticus Geiger Hanson Lu Thomas Icard Christopher Potts NAI CML 80 246 0 06 Jun 2021