Title
A Contrastive Cross-Channel Data Augmentation Framework for Aspect-based Sentiment Analysis Bing Wang Liang Ding Qihuang Zhong Ximing Li Dacheng Tao 27 32 0 16 Apr 2022
Impossible Triangle: What's Next for Pre-trained Language Models? Chenguang Zhu Michael Zeng 18 1 0 13 Apr 2022
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Parameter-Efficient Neural Reranking for Cross-Lingual and Multilingual Retrieval Robert Litschko Ivan Vulić Goran Glavavs LRM 29 13 0 05 Apr 2022
Parameter-efficient Model Adaptation for Vision Transformers Xuehai He Chunyuan Li Pengchuan Zhang Jianwei Yang X. Wang 28 84 0 29 Mar 2022
Hyperdecoders: Instance-specific decoders for multi-task NLP Hamish Ivison Matthew E. Peters AI4CE 26 20 0 15 Mar 2022
Delta Tuning: A Comprehensive Study of Parameter Efficient Methods for Pre-trained Language Models Ning Ding Yujia Qin Guang Yang Fu Wei Zonghan Yang ... Jianfei Chen Yang Liu Jie Tang Juan Li Maosong Sun 17 196 0 14 Mar 2022
Input-Tuning: Adapting Unfamiliar Inputs to Frozen Pretrained Models Shengnan An Yifei Li Zeqi Lin Qian Liu Bei Chen Qiang Fu Weizhu Chen Nanning Zheng Jian-Guang Lou VLM AAML 34 39 0 07 Mar 2022
Revisiting Parameter-Efficient Tuning: Are We Really There Yet? Guanzheng Chen Fangyu Liu Zaiqiao Meng Shangsong Liang 26 88 0 16 Feb 2022
EdgeFormer: A Parameter-Efficient Transformer for On-Device Seq2seq Generation Tao Ge Si-Qing Chen Furu Wei MoE 22 21 0 16 Feb 2022
CLIP-TD: CLIP Targeted Distillation for Vision-Language Tasks Zhecan Wang Noel Codella Yen-Chun Chen Luowei Zhou Jianwei Yang Xiyang Dai Bin Xiao Haoxuan You Shih-Fu Chang Lu Yuan CLIP VLM 22 39 0 15 Jan 2022
Black-Box Tuning for Language-Model-as-a-Service Tianxiang Sun Yunfan Shao Hong Qian Xuanjing Huang Xipeng Qiu VLM 50 255 0 10 Jan 2022
Efficient Hierarchical Domain Adaptation for Pretrained Language Models Alexandra Chronopoulou Matthew E. Peters Jesse Dodge 23 42 0 16 Dec 2021
Training Multi-Layer Over-Parametrized Neural Network in Subquadratic Time Zhao-quan Song Licheng Zhang Ruizhe Zhang 23 63 0 14 Dec 2021
VL-Adapter: Parameter-Efficient Transfer Learning for Vision-and-Language Tasks Yi-Lin Sung Jaemin Cho Mohit Bansal VLM VPVLM 29 342 0 13 Dec 2021
Pruning Pretrained Encoders with a Multitask Objective Patrick Xia Richard Shin 42 0 0 10 Dec 2021
Improving Differentially Private SGD via Randomly Sparsified Gradients Junyi Zhu Matthew B. Blaschko 21 5 0 01 Dec 2021
OpenPrompt: An Open-source Framework for Prompt-learning Ning Ding Shengding Hu Weilin Zhao Yulin Chen Zhiyuan Liu Haitao Zheng Maosong Sun VLM LLMAG 23 284 0 03 Nov 2021
Semi-Siamese Bi-encoder Neural Ranking Model Using Lightweight Fine-Tuning Euna Jung Jaekeol Choi Wonjong Rhee 17 13 0 28 Oct 2021
Differentially Private Fine-tuning of Language Models Da Yu Saurabh Naik A. Backurs Sivakanth Gopi Huseyin A. Inan ... Y. Lee Andre Manoel Lukas Wutschitz Sergey Yekhanin Huishuai Zhang 134 346 0 13 Oct 2021
Towards a Unified View of Parameter-Efficient Transfer Learning Junxian He Chunting Zhou Xuezhe Ma Taylor Berg-Kirkpatrick Graham Neubig AAML 23 892 0 08 Oct 2021
Towards Continual Knowledge Learning of Language Models Joel Jang Seonghyeon Ye Sohee Yang Joongbo Shin Janghoon Han Gyeonghun Kim Stanley Jungkyu Choi Minjoon Seo CLL KELM 222 150 0 07 Oct 2021
Initialization and Regularization of Factorized Neural Layers M. Khodak Neil A. Tenenholtz Lester W. Mackey Nicolò Fusi 63 56 0 03 May 2021
The Power of Scale for Parameter-Efficient Prompt Tuning Brian Lester Rami Al-Rfou Noah Constant VPVLM 280 3,844 0 18 Apr 2021
WARP: Word-level Adversarial ReProgramming Karen Hambardzumyan Hrant Khachatrian Jonathan May AAML 254 342 0 01 Jan 2021
Megatron-LM: Training Multi-Billion Parameter Language Models Using Model Parallelism M. Shoeybi M. Patwary Raul Puri P. LeGresley Jared Casper Bryan Catanzaro MoE 245 1,817 0 17 Sep 2019
GLUE: A Multi-Task Benchmark and Analysis Platform for Natural Language Understanding Alex Jinpeng Wang Amanpreet Singh Julian Michael Felix Hill Omer Levy Samuel R. Bowman ELM 297 6,956 0 20 Apr 2018