Automatic Combination of Sample Selection Strategies for Few-Shot Learning

5 February 2024

Papers citing "Automatic Combination of Sample Selection Strategies for Few-Shot Learning"

28 / 28 papers shown

Title
In-Context Learning with Iterative Demonstration Selection Chengwei Qin Aston Zhang Chong Chen Anirudh Dagar Wenming Ye LRM 138 49 0 31 Dec 2024
Zephyr: Direct Distillation of LM Alignment Lewis Tunstall E. Beeching Nathan Lambert Nazneen Rajani Kashif Rasul ... Nathan Habib Nathan Sarrazin Omar Sanseviero Alexander M. Rush Thomas Wolf ALM 89 387 0 25 Oct 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 63 135 0 07 May 2023
Automatic Prompt Augmentation and Selection with Chain-of-Thought from Labeled Data Kashun Shum Shizhe Diao Tong Zhang ReLM LRM 62 133 0 24 Feb 2023
Meta-Album: Multi-domain Meta-Dataset for Few-Shot Image Classification I. Ullah Dustin Carrión-Ojeda Sergio Escalera Isabelle M Guyon Mike Huisman F. Mohr Jan N van Rijn Haozhe Sun Joaquin Vanschoren P. Vu VLM 63 34 0 16 Feb 2023
Diverse Demonstrations Improve In-context Compositional Generalization Itay Levy Ben Bogin Jonathan Berant 73 142 0 13 Dec 2022
Prompting PaLM for Translation: Assessing Strategies and Performance David Vilar Markus Freitag Colin Cherry Jiaming Luo Viresh Ratnakar George F. Foster LRM 89 162 0 16 Nov 2022
Active Example Selection for In-Context Learning Yiming Zhang Shi Feng Chenhao Tan SILM LRM 81 199 0 08 Nov 2022
News Category Dataset Rishabh Misra SLR 31 104 0 23 Sep 2022
Selective Annotation Makes Language Models Better Few-Shot Learners Hongjin Su Jungo Kasai Chen Henry Wu Weijia Shi Tianlu Wang ... Rui Zhang Mari Ostendorf Luke Zettlemoyer Noah A. Smith Tao Yu 93 256 0 05 Sep 2022
Datamodels: Predicting Predictions from Training Data Andrew Ilyas Sung Min Park Logan Engstrom Guillaume Leclerc Aleksander Madry TDI 105 139 0 01 Feb 2022
Learning To Retrieve Prompts for In-Context Learning Ohad Rubin Jonathan Herzig Jonathan Berant VPVLM RALM 77 699 0 16 Dec 2021
Cartography Active Learning Mike Zhang Barbara Plank 56 38 0 09 Sep 2021
Revisiting Uncertainty-based Query Strategies for Active Learning with Transformers Christopher Schröder A. Niekler Martin Potthast 52 81 0 12 Jul 2021
Constrained Language Models Yield Few-Shot Semantic Parsers Richard Shin C. H. Lin Sam Thomson Charles C. Chen Subhro Roy Emmanouil Antonios Platanios Adam Pauls Dan Klein J. Eisner Benjamin Van Durme 351 205 0 18 Apr 2021
What Makes Good In-Context Examples for GPT- $3$ ? Jiachang Liu Dinghan Shen Yizhe Zhang Bill Dolan Lawrence Carin Weizhu Chen AAML RALM 355 1,370 0 17 Jan 2021
A Survey of Deep Active Learning Pengzhen Ren Yun Xiao Xiaojun Chang Po-Yao (Bernie) Huang Zhihui Li Brij B. Gupta Xiaojiang Chen Xin Wang 93 1,134 0 30 Aug 2020
Contextual Diversity for Active Learning Sharat Agarwal H. Arora Saket Anand Chetan Arora 118 167 0 13 Aug 2020
Meta-Learning in Neural Networks: A Survey Timothy M. Hospedales Antreas Antoniou P. Micaelli Amos Storkey OOD 342 1,967 0 11 Apr 2020
Quantifying the Carbon Emissions of Machine Learning Alexandre Lacoste A. Luccioni Victor Schmidt Thomas Dandres 86 695 0 21 Oct 2019
Benchmarking Natural Language Understanding Services for building Conversational Agents Xingkun Liu Arash Eshghi P. Swietojanski Verena Rieser ELM 46 257 0 13 Mar 2019
An Empirical Study of Example Forgetting during Deep Neural Network Learning Mariya Toneva Alessandro Sordoni Rémi Tachet des Combes Adam Trischler Yoshua Bengio Geoffrey J. Gordon 107 732 0 12 Dec 2018
Meta-Learning: A Survey Joaquin Vanschoren FedML OOD 60 763 0 08 Oct 2018
Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces A. Coucke Alaa Saade Adrien Ball Théodore Bluche A. Caulier ... Thibault Gisselbrecht F. Caltagirone Thibaut Lavril Maël Primet Joseph Dureau SyDa 110 822 0 25 May 2018
Adversarial Active Learning for Deep Networks: a Margin Based Approach Mélanie Ducoffe F. Precioso GAN AAML 116 273 0 27 Feb 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 803 11,866 0 09 Mar 2017
Submodular Optimization with Submodular Cover and Submodular Knapsack Constraints Rishabh K. Iyer J. Bilmes 66 259 0 08 Nov 2013
Super-Samples from Kernel Herding Yutian Chen Max Welling Alex Smola 132 337 0 15 Mar 2012