Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks

27 August 2019

Papers citing "Investigating Meta-Learning Algorithms for Low-Resource Natural Language Understanding Tasks"

35 / 35 papers shown

Title
Valuable Hallucinations: Realizable Non-realistic Propositions Qiucheng Chen Bo Wang LRM 59 0 0 16 Feb 2025
State Space Models for Extractive Summarization in Low Resource Scenarios Nisrine Ait Khayi 40 0 0 24 Jan 2025
ARAIDA: Analogical Reasoning-Augmented Interactive Data Annotation Chen Huang Yiping Jin Ilija Ilievski Wenqiang Lei Jiancheng Lv 37 3 0 20 May 2024
SPEC: Summary Preference Decomposition for Low-Resource Abstractive Summarization Yi-Syuan Chen Yun-Zhu Song Hong-Han Shuai 33 6 0 24 Mar 2023
Bayes meets Bernstein at the Meta Level: an Analysis of Fast Rates in Meta-Learning with PAC-Bayes Charles Riou Pierre Alquier Badr-Eddine Chérief-Abdellatif 55 8 0 23 Feb 2023
Learning to Initialize: Can Meta Learning Improve Cross-task Generalization in Prompt Tuning? Chengwei Qin Q. Li Ruochen Zhao Chenyu You VLM LRM 23 15 0 16 Feb 2023
CrossCodeBench: Benchmarking Cross-Task Generalization of Source Code Models Changan Niu Chuanyi Li Vincent Ng Bin Luo ELM ALM 34 9 0 08 Feb 2023
Disentangling Task Relations for Few-shot Text Classification via Self-Supervised Hierarchical Task Clustering Juan Zha Zheng Li Ying Wei Yu Zhang 31 5 0 16 Nov 2022
Learning New Tasks from a Few Examples with Soft-Label Prototypes Avyav Kumar Singh Ekaterina Shutova H. Yannakoudakis VLM 33 0 0 31 Oct 2022
Leveraging Open Data and Task Augmentation to Automated Behavioral Coding of Psychotherapy Conversations in Low-Resource Scenarios Zhuohao Chen Nikolaos Flemotomos Zac E. Imel David C. Atkins Shrikanth Narayanan 18 4 0 25 Oct 2022
$m^4Adapter$ : Multilingual Multi-Domain Adaptation for Machine Translation with a Meta-Adapter Wen Lai Alexandra Chronopoulou Alexander Fraser 29 3 0 21 Oct 2022
Continued Pretraining for Better Zero- and Few-Shot Promptability Zhaofeng Wu IV RobertL.Logan Pete Walsh Akshita Bhagia Dirk Groeneveld Sameer Singh Iz Beltagy VLM 44 12 0 19 Oct 2022
On the cross-lingual transferability of multilingual prototypical models across NLU tasks Oralie Cattan Christophe Servan S. Rosset 27 9 0 19 Jul 2022
Learning a Better Initialization for Soft Prompts via Meta-Learning Yukun Huang Kun Qian Zhou Yu VLM 58 9 0 25 May 2022
Persian Natural Language Inference: A Meta-learning approach Heydar Soudani Mohammadreza Mojab H. Beigy 32 1 0 18 May 2022
Improving Both Domain Robustness and Domain Adaptability in Machine Translation Wen Lai Jindrich Libovický Alexander Fraser AI4CE 35 13 0 15 Dec 2021
Cross-lingual Adaption Model-Agnostic Meta-Learning for Natural Language Understanding Qianying Liu Fei Cheng Sadao Kurohashi 14 1 0 10 Nov 2021
CLUES: Few-Shot Learning Evaluation in Natural Language Understanding Subhabrata Mukherjee Xiaodong Liu Guoqing Zheng Saghar Hosseini Hao Cheng Greg Yang Christopher Meek Ahmed Hassan Awadallah Jianfeng Gao ELM 33 11 0 04 Nov 2021
Diverse Distributions of Self-Supervised Tasks for Meta-Learning in NLP Trapit Bansal K. Gunasekaran Tong Wang Tsendsuren Munkhdalai Andrew McCallum SSL OOD 51 19 0 02 Nov 2021
Controllable Semantic Parsing via Retrieval Augmentation Panupong Pasupat Yuan Zhang Kelvin Guu 132 47 0 16 Oct 2021
FLEX: Unifying Evaluation for Few-Shot NLP Jonathan Bragg Arman Cohan Kyle Lo Iz Beltagy 205 104 0 15 Jul 2021
Meta-Learning with Variational Semantic Memory for Word Sense Disambiguation Yingjun Du Nithin Holla Xiantong Zhen Cees G. M. Snoek Ekaterina Shutova 33 9 0 05 Jun 2021
ProtAugment: Unsupervised diverse short-texts paraphrasing for intent detection meta-learning Thomas Dopierre Christophe Gravier Wilfried Logerais 22 32 0 27 May 2021
CrossFit: A Few-shot Learning Challenge for Cross-task Generalization in NLP Qinyuan Ye Bill Yuchen Lin Xiang Ren 223 180 0 18 Apr 2021
Meta-Transfer Learning for Low-Resource Abstractive Summarization Yi-Syuan Chen Hong-Han Shuai CLL OffRL 48 38 0 18 Feb 2021
Meta-Learning for Effective Multi-task and Multilingual Modelling Ishan Tarunesh Sushil Khyalia Vishwajeet Kumar Ganesh Ramakrishnan P. Jyothi 39 16 0 25 Jan 2021
Graph-Evolving Meta-Learning for Low-Resource Medical Dialogue Generation Shuai Lin Pan Zhou Xiaodan Liang Jianheng Tang Ruihui Zhao Ziliang Chen Liang Lin MedIm 33 53 0 22 Dec 2020
Unsupervised Neural Machine Translation for Low-Resource Domains via Meta-Learning Cheonbok Park Yunwon Tae Taehee Kim Soyoung Yang Mohammad Azam Khan Lucy Park Jaegul Choo 102 17 0 18 Oct 2020
Low-Resource Domain Adaptation for Compositional Task-Oriented Semantic Parsing Xilun Chen Asish Ghoshal Yashar Mehdad Luke Zettlemoyer S. Gupta 39 89 0 07 Oct 2020
Improving Generalization in Meta-learning via Task Augmentation Huaxiu Yao Long-Kai Huang Linjun Zhang Ying Wei Li Tian James Zou Junzhou Huang Z. Li 50 81 0 26 Jul 2020
Learning to Learn to Disambiguate: Meta-Learning for Few-Shot Word Sense Disambiguation Nithin Holla Pushkar Mishra H. Yannakoudakis Ekaterina Shutova 32 28 0 29 Apr 2020
Exploiting Cloze Questions for Few Shot Text Classification and Natural Language Inference Timo Schick Hinrich Schütze 258 1,589 0 21 Jan 2020
What you can cram into a single vector: Probing sentence embeddings for linguistic properties Alexis Conneau Germán Kruszewski Guillaume Lample Loïc Barrault Marco Baroni 201 882 0 03 May 2018
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 299 6,984 0 20 Apr 2018
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 383 11,700 0 09 Mar 2017