Noisy Channel Language Model Prompting for Few-Shot Text Classification

9 August 2021

Luke Zettlemoyer

Papers citing "Noisy Channel Language Model Prompting for Few-Shot Text Classification"

50 / 156 papers shown

Title
How Do Transformers Learn In-Context Beyond Simple Functions? A Case Study on Learning with Representations Tianyu Guo Wei Hu Song Mei Huan Wang Caiming Xiong Silvio Savarese Yu Bai 27 47 0 16 Oct 2023
Demonstrations Are All You Need: Advancing Offensive Content Paraphrasing using In-Context Learning Anirudh Som Karan Sikka Helen Gent Ajay Divakaran A. Kathol D. Vergyri 21 4 0 16 Oct 2023
Generative Calibration for In-context Learning Zhongtao Jiang Yuanzhe Zhang Cao Liu Jun Zhao Kang Liu 167 17 0 16 Oct 2023
DemoNSF: A Multi-task Demonstration-based Generative Framework for Noisy Slot Filling Task Guanting Dong Tingfeng Hui Zhuoma Gongque Jinxu Zhao Daichi Guo Gang Zhao Keqing He Weiran Xu DiffM 11 7 0 16 Oct 2023
In-Context Learning for Few-Shot Molecular Property Prediction Christopher Fifty J. Leskovec Sebastian Thrun 36 5 0 13 Oct 2023
Not All Demonstration Examples are Equally Beneficial: Reweighting Demonstration Examples for In-Context Learning Zhe Yang Damai Dai Peiyi Wang Zhifang Sui 39 9 0 12 Oct 2023
Jailbreak and Guard Aligned Language Models with Only Few In-Context Demonstrations Zeming Wei Yifei Wang Ang Li Yichuan Mo Yisen Wang 48 236 0 10 Oct 2023
Are Personalized Stochastic Parrots More Dangerous? Evaluating Persona Biases in Dialogue Systems Yixin Wan Jieyu Zhao Aman Chadha Nanyun Peng Kai-Wei Chang 37 22 0 08 Oct 2023
Fine-tune Language Models to Approximate Unbiased In-context Learning Timothy Chu Zhao-quan Song Chiwun Yang 27 15 0 05 Oct 2023
Understanding In-Context Learning in Transformers and LLMs by Learning to Learn Discrete Functions S. Bhattamishra Arkil Patel Phil Blunsom Varun Kanade 24 41 0 04 Oct 2023
Batch Calibration: Rethinking Calibration for In-Context Learning and Prompt Engineering Han Zhou Xingchen Wan Lev Proleev Diana Mincu Jilin Chen Katherine A. Heller Subhrajit Roy UQLM 31 53 0 29 Sep 2023
GPT4AIGChip: Towards Next-Generation AI Accelerator Design Automation via Large Language Models Yonggan Fu Yongan Zhang Zhongzhi Yu Sixu Li Zhifan Ye Chaojian Li Cheng Wan Ying Lin 46 60 0 19 Sep 2023
TransPrompt v2: A Transferable Prompting Framework for Cross-task Text Classification Jiadong Wang Chengyu Wang Cen Chen Ming Gao Jun Huang Aoying Zhou VLM 30 0 0 29 Aug 2023
A Multi-Task Semantic Decomposition Framework with Task-specific Pre-training for Few-Shot NER Guanting Dong Zechen Wang Jinxu Zhao Gang Zhao Daichi Guo ... Keqing He Xuefeng Li Liwen Wang Xinyue Cui Weiran Xu 37 19 0 28 Aug 2023
HICL: Hashtag-Driven In-Context Learning for Social Media Natural Language Understanding Hanzhuo Tan Chunpu Xu Jing Li Yuqun Zhang Zeyang Fang Zeyu Chen Baohua Lai 16 0 0 19 Aug 2023
Exploring Demonstration Ensembling for In-context Learning Muhammad Khalifa Lajanugen Logeswaran Moontae Lee Honglak Lee Lu Wang AIMat 36 7 0 17 Aug 2023
Toward Zero-Shot Instruction Following Renze Lou Wenpeng Yin 47 1 0 04 Aug 2023
Backdoor Attacks for In-Context Learning with Language Models Nikhil Kandpal Matthew Jagielski Florian Tramèr Nicholas Carlini SILM AAML 28 74 0 27 Jul 2023
SINC: Self-Supervised In-Context Learning for Vision-Language Tasks Yi-Syuan Chen Yun-Zhu Song Cheng Yu Yeo Bei Liu Jianlong Fu Hong-Han Shuai VLM LRM 26 4 0 15 Jul 2023
Scaling In-Context Demonstrations with Structured Attention Tianle Cai Kaixuan Huang Jason D. Lee Mengdi Wang LRM 31 8 0 05 Jul 2023
TablEye: Seeing small Tables through the Lens of Images Seungeun Lee Sang-Chul Lee LMTD 21 1 0 04 Jul 2023
Differentiable Instruction Optimization for Cross-Task Generalization Masaru Isonuma Junichiro Mori Ichiro Sakata 29 0 0 16 Jun 2023
WebGLM: Towards An Efficient Web-Enhanced Question Answering System with Human Preferences Xiao Liu Hanyu Lai Hao Yu Yifan Xu Aohan Zeng Zhengxiao Du Peng-Zhen Zhang Yuxiao Dong Jie Tang 17 97 0 13 Jun 2023
Gotta: Generative Few-shot Question Answering by Prompt-based Cloze Data Augmentation Xiusi Chen Yu Zhang Jinliang Deng Jyun-Yu Jiang Wei Wang 24 11 0 07 Jun 2023
CELDA: Leveraging Black-box Language Model as Enhanced Classifier without Labels Hyunsoo Cho Youna Kim Sang-goo Lee 14 3 0 05 Jun 2023
IDAS: Intent Discovery with Abstractive Summarization Maarten De Raedt Fréderic Godin Thomas Demeester Chris Develder 37 16 0 31 May 2023
PIP: Parse-Instructed Prefix for Syntactically Controlled Paraphrase Generation Yixin Wan Kuan-Hao Huang Kai-Wei Chang 34 7 0 26 May 2023
Self-ICL: Zero-Shot In-Context Learning with Self-Generated Demonstrations Wei-Lin Chen Cheng-Kuang Wu Yun-Nung Chen Hsin-Hsi Chen 23 27 0 24 May 2023
Increasing Probability Mass on Answer Choices Does Not Always Improve Accuracy Sarah Wiegreffe Matthew Finlayson Oyvind Tafjord Peter Clark Ashish Sabharwal 32 6 0 24 May 2023
Label Words are Anchors: An Information Flow Perspective for Understanding In-Context Learning Lean Wang Lei Li Damai Dai Deli Chen Hao Zhou Fandong Meng Jie Zhou Xu Sun 36 170 0 23 May 2023
Iterative Forward Tuning Boosts In-Context Learning in Language Models Jiaxi Yang Binyuan Hui Min Yang Bailin Wang Bowen Li Binhua Li Fei Huang Yongbin Li 41 16 0 22 May 2023
Explaining Emergent In-Context Learning as Kernel Regression Chi Han Ziqi Wang Haiying Zhao Heng Ji LRM 32 11 0 22 May 2023
A Benchmark on Extremely Weakly Supervised Text Classification: Reconcile Seed Matching and Prompting Approaches Zihan Wang Tianle Wang Dheeraj Mekala Jingbo Shang VLM 29 8 0 22 May 2023
Aligning Instruction Tasks Unlocks Large Language Models as Zero-Shot Relation Extractors Kai Zhang Bernal Jiménez Gutiérrez Yu-Chuan Su 31 66 0 18 May 2023
Pre-Training to Learn in Context Yuxian Gu Li Dong Furu Wei Minlie Huang CLIP LRM ReLM 116 37 0 16 May 2023
Large Language Models Need Holistically Thought in Medical Conversational QA Yixuan Weng Bin Li Fei Xia Minjun Zhu Bing Sun Shizhu He Kang Liu Jun Zhao LM&MA AI4MH LRM DiffM ELM 22 5 0 09 May 2023
Unified Demonstration Retriever for In-Context Learning Xiaonan Li Kai Lv Hang Yan Tianya Lin Wei-wei Zhu Yuan Ni Guotong Xie Xiaoling Wang Xipeng Qiu RALM VPVLM 24 121 0 07 May 2023
Distill or Annotate? Cost-Efficient Fine-Tuning of Compact Models Junmo Kang Wei-ping Xu Alan Ritter 47 15 0 02 May 2023
Why So Gullible? Enhancing the Robustness of Retrieval-Augmented Models against Counterfactual Noise Giwon Hong Jeonghwan Kim Junmo Kang Sung-Hyon Myaeng Joyce Jiyoung Whang RALM AAML 27 19 0 02 May 2023
Prompt as Triggers for Backdoor Attack: Examining the Vulnerability in Language Models Shuai Zhao Jinming Wen Anh Tuan Luu J. Zhao Jie Fu SILM 62 89 0 02 May 2023
Prompt Engineering for Healthcare: Methodologies and Applications Jiaqi Wang Enze Shi Sigang Yu Zihao Wu Chong Ma ... Dajiang Zhu Yixuan Yuan Dinggang Shen Tianming Liu Shu Zhang LM&MA 44 111 0 28 Apr 2023
Task-oriented Document-Grounded Dialog Systems by HLTPR@RWTH for DSTC9 and DSTC10 David Thulke Nico Daheim Christian Dugast Hermann Ney 36 6 0 14 Apr 2023
Exploring Effective Factors for Improving Visual In-Context Learning Yanpeng Sun Qiang Chen Jian Wang Jingdong Wang Zechao Li LRM VLM 48 24 0 10 Apr 2023
$k$ NN Prompting: Beyond-Context Learning with Calibration-Free Nearest Neighbor Inference Benfeng Xu Quan Wang Zhendong Mao Yajuan Lyu Qiaoqiao She Yongdong Zhang 104 52 0 24 Mar 2023
OpenICL: An Open-Source Framework for In-context Learning Zhenyu Wu Yaoxiang Wang Jiacheng Ye Jiangtao Feng Jingjing Xu Yu Qiao Zhiyong Wu 29 49 0 06 Mar 2023
STUNT: Few-shot Tabular Learning with Self-generated Tasks from Unlabeled Tables Jaehyun Nam Jihoon Tack Kyungmin Lee Hankook Lee Jinwoo Shin LMTD SSL 21 31 0 02 Mar 2023
Finding Support Examples for In-Context Learning Xiaonan Li Xipeng Qiu 22 87 0 27 Feb 2023
How Does In-Context Learning Help Prompt Tuning? Simeng Sun Yang Liu Dan Iter Chenguang Zhu Mohit Iyyer VLM 38 17 0 22 Feb 2023
In-context Example Selection with Influences Nguyen Tai Eric Wong 13 48 0 21 Feb 2023
Towards Few-Shot Identification of Morality Frames using In-Context Learning Shamik Roy Nishanth Nakshatri Dan Goldwasser 26 11 0 03 Feb 2023