A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots
Matters

A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters

31 December 2020

Ehsan Shareghi

Hinrich Schütze

Papers citing "A Closer Look at Few-Shot Crosslingual Transfer: The Choice of Shots Matters"

17 / 17 papers shown

Title
Measuring Catastrophic Forgetting in Cross-Lingual Transfer Paradigms: Exploring Tuning Strategies Boshko Koloski Blaž Škrlj Marko Robnik-Šikonja Senja Pollak CLL 19 2 0 12 Sep 2023
BUFFET: Benchmarking Large Language Models for Few-shot Cross-lingual Transfer Akari Asai Sneha Kudugunta Xinyan Velocity Yu Terra Blevins Hila Gonen Machel Reid Yulia Tsvetkov Sebastian Ruder Hannaneh Hajishirzi 31 53 0 24 May 2023
Data-Efficient Strategies for Expanding Hate Speech Detection into Under-Resourced Languages Paul Röttger Debora Nozza Federico Bianchi Dirk Hovy 18 10 0 20 Oct 2022
Zero-shot Cross-lingual Transfer is Under-specified Optimization Shijie Wu Benjamin Van Durme Mark Dredze 17 6 0 12 Jul 2022
How to Fine-tune Models with Few Samples: Update, Data Augmentation, and Test-time Augmentation Yujin Kim Jaehoon Oh Sungnyun Kim Se-Young Yun 26 6 0 13 May 2022
Zero-shot Cross-lingual Transfer of Prompt-based Tuning with a Unified Multilingual Prompt Lianzhe Huang Shuming Ma Dongdong Zhang Furu Wei Houfeng Wang VLM LRM 12 32 0 23 Feb 2022
Delving Deeper into Cross-lingual Visual Question Answering Chen Cecilia Liu Jonas Pfeiffer Anna Korhonen Ivan Vulić Iryna Gurevych 19 8 0 15 Feb 2022
IGLUE: A Benchmark for Transfer Learning across Modalities, Tasks, and Languages Emanuele Bugliarello Fangyu Liu Jonas Pfeiffer Siva Reddy Desmond Elliott E. Ponti Ivan Vulić MLLM VLM ELM 35 62 0 27 Jan 2022
P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks Xiao Liu Kaixuan Ji Yicheng Fu Weng Lam Tam Zhengxiao Du Zhilin Yang Jie Tang VLM 236 805 0 14 Oct 2021
Discrete and Soft Prompting for Multilingual Models Mengjie Zhao Hinrich Schütze LRM 10 71 0 08 Sep 2021
Memorization vs. Generalization: Quantifying Data Leakage in NLP Performance Evaluation Aparna Elangovan Jiayuan He Karin Verspoor TDI FedML 159 89 0 03 Feb 2021
Making Pre-trained Language Models Better Few-shot Learners Tianyu Gao Adam Fisch Danqi Chen 241 1,916 0 31 Dec 2020
Multilingual Argument Mining: Datasets and Analysis Orith Toledo-Ronen Matan Orbach Yonatan Bilu Artem Spector Noam Slonim 29 34 0 13 Oct 2020
Frustratingly Simple Few-Shot Object Detection Xin Wang Thomas E. Huang Trevor Darrell Joseph E. Gonzalez F. I. F. Richard Yu ObjD 75 543 0 16 Mar 2020
FewRel 2.0: Towards More Challenging Few-Shot Relation Classification Tianyu Gao Xu Han Hao Zhu Zhiyuan Liu Peng Li Maosong Sun Jie Zhou 203 244 0 16 Oct 2019
Model-Agnostic Meta-Learning for Fast Adaptation of Deep Networks Chelsea Finn Pieter Abbeel Sergey Levine OOD 243 11,677 0 09 Mar 2017
Google's Neural Machine Translation System: Bridging the Gap between Human and Machine Translation Yonghui Wu M. Schuster Z. Chen Quoc V. Le Mohammad Norouzi ... Alex Rudnick Oriol Vinyals G. Corrado Macduff Hughes J. Dean AIMat 716 6,740 0 26 Sep 2016