True Few-Shot Learning with Language Models

24 May 2021

Douwe Kiela

Papers citing "True Few-Shot Learning with Language Models"

50 / 92 papers shown

Title
Synthline: A Product Line Approach for Synthetic Requirements Engineering Data Generation using Large Language Models Abdelkarim El-Hajjami Camille Salinesi SyDa 34 0 0 06 May 2025
ICL CIPHERS: Quantifying "Learning'' in In-Context Learning via Substitution Ciphers Zhouxiang Fang Aayush Mishra Muhan Gao Anqi Liu Daniel Khashabi 44 0 0 28 Apr 2025
Measuring temporal effects of agent knowledge by date-controlled tool use R. Xian Qiming Cui Stefan Bauer Reza Abbasi-Asl KELM 57 0 0 06 Mar 2025
Knowledge-Infused Prompting: Assessing and Advancing Clinical Text Data Generation with Large Language Models Ran Xu Hejie Cui Yue Yu Xuan Kan Wenqi Shi Yuchen Zhuang Wei Jin Joyce C. Ho Carl Yang 66 13 0 28 Jan 2025
Zero-shot and Few-shot Learning with Instruction-following LLMs for Claim Matching in Automated Fact-checking Dina Pisarevskaya Arkaitz Zubiaga 48 0 0 18 Jan 2025
2.5 Years in Class: A Multimodal Textbook for Vision-Language Pretraining Wenqi Zhang Hang Zhang Xin Li Jiashuo Sun Yongliang Shen Weiming Lu Deli Zhao Yueting Zhuang Lidong Bing VLM 37 2 0 01 Jan 2025
Zero-Shot Automatic Annotation and Instance Segmentation using LLM-Generated Datasets: Eliminating Field Imaging and Manual Annotation for Deep Learning Model Development Ranjan Sapkota Achyut Paudel Manoj Karkee SyDa 58 7 0 18 Nov 2024
AlpaPICO: Extraction of PICO Frames from Clinical Trial Documents Using LLMs Madhusudan Ghosh Shrimon Mukherjee Asmit Ganguly Partha Basuchowdhuri S. Naskar Debasis Ganguly 29 7 0 15 Sep 2024
LLM-3D Print: Large Language Models To Monitor and Control 3D Printing Yayati Jadhav P. Pak Amir Barati Farimani AI4CE 84 8 0 26 Aug 2024
By My Eyes: Grounding Multimodal Large Language Models with Sensor Data via Visual Prompting Hyungjun Yoon Biniyam Aschalew Tolera Taesik Gong Kimin Lee Sung-Ju Lee 35 7 0 15 Jul 2024
Concentrate Attention: Towards Domain-Generalizable Prompt Optimization for Language Models Chengzhengxu Li Xiaoming Liu Zhaohan Zhang Yichen Wang Chen Liu Y. Lan Chao Shen 46 2 0 15 Jun 2024
In-Context Learning with Long-Context Models: An In-Depth Exploration Amanda Bertsch Maor Ivgi Uri Alon Jonathan Berant Matthew R. Gormley Matthew R. Gormley Graham Neubig ReLM AIMat 88 65 0 30 Apr 2024
HELPER-X: A Unified Instructable Embodied Agent to Tackle Four Interactive Vision-Language Domains with Memory-Augmented Language Models Gabriel H. Sarch Sahil Somani Raghav Kapoor Michael J. Tarr Katerina Fragkiadaki LM&Ro LLMAG 29 3 0 29 Apr 2024
Evaluation of Few-Shot Learning for Classification Tasks in the Polish Language Tsimur Hadeliya D. Kajtoch 38 0 0 27 Apr 2024
Large Language Model Agent as a Mechanical Designer Yayati Jadhav A. Farimani AI4CE LLMAG 93 9 0 26 Apr 2024
Assertion Enhanced Few-Shot Learning: Instructive Technique for Large Language Models to Generate Educational Explanations Tasmia Shahriar Kelly Ramos Noboru Matsuda 24 3 0 05 Dec 2023
How Far Can We Extract Diverse Perspectives from Large Language Models? Shirley Anugrah Hayati Minhwa Lee Dheeraj Rajagopal Dongyeop Kang 38 10 0 16 Nov 2023
AdaSent: Efficient Domain-Adapted Sentence Embeddings for Few-Shot Classification Yongxin Huang Kexin Wang Sourav Dutta Raj Nath Patel Goran Glavas Iryna Gurevych VLM 13 4 0 01 Nov 2023
Turn-Level Active Learning for Dialogue State Tracking Zihan Zhang Meng Fang Fanghua Ye Ling-Hao Chen Mohammad-Reza Namazi-Rad 36 1 0 23 Oct 2023
A Comprehensive Evaluation of Tool-Assisted Generation Strategies Alon Jacovi Avi Caciularu Jonathan Herzig Roee Aharoni Bernd Bohnet Mor Geva ELM 25 6 0 16 Oct 2023
Towards Informative Few-Shot Prompt with Maximum Information Gain for In-Context Learning Hongfu Liu Ye Wang 29 9 0 13 Oct 2023
In-Context Learning for Few-Shot Molecular Property Prediction Christopher Fifty J. Leskovec Sebastian Thrun 34 5 0 13 Oct 2023
Anchor Points: Benchmarking Models with Much Fewer Examples Rajan Vivek Kawin Ethayarajh Diyi Yang Douwe Kiela ALM 27 21 0 14 Sep 2023
Position: Key Claims in LLM Research Have a Long Tail of Footnotes Anna Rogers A. Luccioni 40 19 0 14 Aug 2023
Multimodal Prompt Learning for Product Title Generation with Extremely Limited Labels Bang-ju Yang Fenglin Liu Zheng Li Qingyu Yin Chenyu You Bing Yin Yuexian Zou VLM 26 5 0 05 Jul 2023
Entailment as Robust Self-Learner Jiaxin Ge Hongyin Luo Yoon Kim James R. Glass 30 3 0 26 May 2023
Estimating Large Language Model Capabilities without Labeled Test Data Harvey Yiyun Fu Qinyuan Ye Albert Xu Xiang Ren Robin Jia 19 8 0 24 May 2023
Flatness-Aware Prompt Selection Improves Accuracy and Sample Efficiency Lingfeng Shen Weiting Tan Boyuan Zheng Daniel Khashabi VLM 27 6 0 18 May 2023
Reprompting: Automated Chain-of-Thought Prompt Inference Through Gibbs Sampling Weijia Xu Andrzej Banburski-Fahey Nebojsa Jojic ReLM LRM 19 32 0 17 May 2023
Just Tell Me: Prompt Engineering in Business Process Management Kiran Busch Alexander Rochlitzer Diana Sola Henrik Leopold 23 29 0 14 Apr 2023
Training Language Models with Language Feedback at Scale Jérémy Scheurer Jon Ander Campos Tomasz Korbak Jun Shern Chan Angelica Chen Kyunghyun Cho Ethan Perez ALM 34 101 0 28 Mar 2023
PromptORE -- A Novel Approach Towards Fully Unsupervised Relation Extraction Pierre-Yves Genest Pierre-Edouard Portier Elöd Egyed-Zsigmond L. Goix LRM 17 12 0 24 Mar 2023
In-context Example Selection with Influences Nguyen Tai Eric Wong 9 48 0 21 Feb 2023
Generalized Few-Shot Continual Learning with Contrastive Mixture of Adapters Yawen Cui Zitong Yu Rizhao Cai Xuna Wang Alex C. Kot Li Liu CLL 15 7 0 12 Feb 2023
AutoWS: Automated Weak Supervision Framework for Text Classification Abhinav Bohra Huy-Thanh Nguyen Devashish Khatwani NoLa 17 0 0 07 Feb 2023
Capturing Topic Framing via Masked Language Modeling Xiaobo Guo Weicheng Ma Soroush Vosoughi 11 1 0 07 Feb 2023
In-context Learning Distillation: Transferring Few-shot Learning Ability of Pre-trained Language Models Yukun Huang Yanda Chen Zhou Yu Kathleen McKeown 11 30 0 20 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
FewFedWeight: Few-shot Federated Learning Framework across Multiple NLP Tasks Weilong Dong Xinwei Wu Junzhuo Li Shuangzhi Wu Chao Bian Deyi Xiong FedML 26 6 0 16 Dec 2022
Prototypical Fine-tuning: Towards Robust Performance Under Varying Data Sizes Yiqiao Jin Xiting Wang Y. Hao Yizhou Sun Xing Xie 28 11 0 24 Nov 2022
Active Example Selection for In-Context Learning Yiming Zhang Shi Feng Chenhao Tan SILM LRM 30 186 0 08 Nov 2022
Tuning Language Models as Training Data Generators for Augmentation-Enhanced Few-Shot Learning Yu Meng Martin Michalski Jiaxin Huang Yu Zhang Tarek F. Abdelzaher Jiawei Han VLM 41 46 0 06 Nov 2022
LMentry: A Language Model Benchmark of Elementary Language Tasks Avia Efrat Or Honovich Omer Levy 29 19 0 03 Nov 2022
Large Language Models Are Human-Level Prompt Engineers Yongchao Zhou Andrei Ioan Muresanu Ziwen Han Keiran Paster Silviu Pitis Harris Chan Jimmy Ba ALM LLMAG 14 826 0 03 Nov 2022
CONDAQA: A Contrastive Reading Comprehension Dataset for Reasoning about Negation Abhilasha Ravichander Matt Gardner Ana Marasović 25 34 0 01 Nov 2022
AdaMix: Mixture-of-Adaptations for Parameter-efficient Model Tuning Yaqing Wang Sahaj Agarwal Subhabrata Mukherjee Xiaodong Liu Jing Gao Ahmed Hassan Awadallah Jianfeng Gao MoE 11 118 0 31 Oct 2022
GPS: Genetic Prompt Search for Efficient Few-shot Learning Hanwei Xu Yujun Chen Yulun Du Nan Shao Yanggang Wang Haiyu Li Zhilin Yang VLM 14 28 0 31 Oct 2022
Weakly Supervised Data Augmentation Through Prompting for Dialogue Understanding Maximillian Chen Alexandros Papangelis Chenyang Tao Andrew Rosenbaum Seokhwan Kim Yang Liu Zhou Yu Dilek Z. Hakkani-Tür 39 32 0 25 Oct 2022
TabLLM: Few-shot Classification of Tabular Data with Large Language Models S. Hegselmann Alejandro Buendia Hunter Lang Monica Agrawal Xiaoyi Jiang David Sontag LMTD 37 209 0 19 Oct 2022
Towards Realistic Low-resource Relation Extraction: A Benchmark with Empirical Baseline Study Xin Xu Xiang Chen Ningyu Zhang Xin Xie Xi Chen Huajun Chen 15 10 0 19 Oct 2022