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XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization

24 March 2020

Graham Neubig

Papers citing "XTREME: A Massively Multilingual Multi-task Benchmark for Evaluating Cross-lingual Generalization"

50 / 666 papers shown

Title
Low-Resource Adaptation of Neural NLP Models Farhad Nooralahzadeh 85 0 0 09 Nov 2020
EXAMS: A Multi-Subject High School Examinations Dataset for Cross-Lingual and Multilingual Question Answering Momchil Hardalov Todor Mihaylov Dimitrina Zlatkova Yoan Dinkov Ivan Koychev Preslav Nakov AI4Ed ELM 267 54 0 05 Nov 2020
IndoLEM and IndoBERT: A Benchmark Dataset and Pre-trained Language Model for Indonesian NLP Fajri Koto Afshin Rahimi Jey Han Lau Timothy Baldwin 87 263 0 02 Nov 2020
VECO: Variable and Flexible Cross-lingual Pre-training for Language Understanding and Generation Fuli Luo Wei Wang Jiahao Liu Yijia Liu Bin Bi Songfang Huang Fei Huang Luo Si 111 52 0 30 Oct 2020
RussianSuperGLUE: A Russian Language Understanding Evaluation Benchmark Tatiana Shavrina Alena Fenogenova Anton A. Emelyanov Denis Shevelev Ekaterina Artemova Valentin Malykh Vladislav Mikhailov Maria Tikhonova Andrey Chertok Andrey Evlampiev VLM ELM 89 82 0 29 Oct 2020
Learning Contextualised Cross-lingual Word Embeddings and Alignments for Extremely Low-Resource Languages Using Parallel Corpora Takashi Wada Tomoharu Iwata Yuji Matsumoto Timothy Baldwin Jey Han Lau 140 7 0 27 Oct 2020
Language ID in the Wild: Unexpected Challenges on the Path to a Thousand-Language Web Text Corpus Isaac Caswell Theresa Breiner D. Esch Ankur Bapna 94 90 0 27 Oct 2020
Rethinking embedding coupling in pre-trained language models Hyung Won Chung Thibault Févry Henry Tsai Melvin Johnson Sebastian Ruder 182 143 0 24 Oct 2020
Improving Multilingual Models with Language-Clustered Vocabularies Hyung Won Chung Dan Garrette Kiat Chuan Tan Jason Riesa VLM 131 65 0 24 Oct 2020
Synthetic Data Augmentation for Zero-Shot Cross-Lingual Question Answering Arij Riabi Thomas Scialom Rachel Keraron Benoît Sagot Djamé Seddah Jacopo Staiano 222 54 0 23 Oct 2020
DICT-MLM: Improved Multilingual Pre-Training using Bilingual Dictionaries Aditi Chaudhary K. Raman Krishna Srinivasan Jiecao Chen 86 25 0 23 Oct 2020
Multilingual BERT Post-Pretraining Alignment Lin Pan Chung-Wei Hang Haode Qi Abhishek Shah Saloni Potdar Mo Yu 177 44 0 23 Oct 2020
Unsupervised Cross-lingual Adaptation for Sequence Tagging and Beyond Xin Li Lidong Bing Wenxuan Zhang Zheng Li Wai Lam 125 25 0 23 Oct 2020
A Survey on Recent Approaches for Natural Language Processing in Low-Resource Scenarios Michael A. Hedderich Lukas Lange Heike Adel Jannik Strötgen Dietrich Klakow 362 301 0 23 Oct 2020
KINNEWS and KIRNEWS: Benchmarking Cross-Lingual Text Classification for Kinyarwanda and Kirundi Andre Niyongabo Rubungo Hong Qu Julia Kreutzer Li Huang 70 42 0 23 Oct 2020
Towards Zero-Shot Multilingual Synthetic Question and Answer Generation for Cross-Lingual Reading Comprehension Siamak Shakeri Noah Constant Mihir Kale Linting Xue SyDa 72 28 0 22 Oct 2020
mT5: A massively multilingual pre-trained text-to-text transformer Linting Xue Noah Constant Adam Roberts Mihir Kale Rami Al-Rfou Aditya Siddhant Aditya Barua Colin Raffel 184 2,570 0 22 Oct 2020
Looking for Clues of Language in Multilingual BERT to Improve Cross-lingual Generalization Chi-Liang Liu Tsung-Yuan Hsu Yung-Sung Chuang Chung-Yi Li Hung-yi Lee 77 3 0 20 Oct 2020
Explicit Alignment Objectives for Multilingual Bidirectional Encoders Junjie Hu Melvin Johnson Orhan Firat Aditya Siddhant Graham Neubig 75 58 0 15 Oct 2020
XL-WiC: A Multilingual Benchmark for Evaluating Semantic Contextualization Alessandro Raganato Tommaso Pasini Jose Camacho-Collados Mohammad Taher Pilehvar 90 65 0 13 Oct 2020
Multilingual Argument Mining: Datasets and Analysis Orith Toledo-Ronen Matan Orbach Yonatan Bilu Artem Spector Noam Slonim 94 36 0 13 Oct 2020
X-FACTR: Multilingual Factual Knowledge Retrieval from Pretrained Language Models Zhengbao Jiang Antonios Anastasopoulos Jun Araki Haibo Ding Graham Neubig HILM KELM 101 144 0 13 Oct 2020
Gradient Vaccine: Investigating and Improving Multi-task Optimization in Massively Multilingual Models Zirui Wang Yulia Tsvetkov Orhan Firat Yuan Cao 100 203 0 12 Oct 2020
Probing Pretrained Language Models for Lexical Semantics Ivan Vulić Edoardo Ponti Robert Litschko Goran Glavaš Anna Korhonen KELM 86 246 0 12 Oct 2020
Localizing Open-Ontology QA Semantic Parsers in a Day Using Machine Translation M. Moradshahi Giovanni Campagna Sina J. Semnani Silei Xu M. Lam 26 1 0 10 Oct 2020
Cross-lingual Extended Named Entity Classification of Wikipedia Articles Viet The Bui Hong Phuong Le 13 2 0 07 Oct 2020
Transfer Learning and Distant Supervision for Multilingual Transformer Models: A Study on African Languages Michael A. Hedderich David Ifeoluwa Adelani D. Zhu Jesujoba Oluwadara Alabi Udia Markus Dietrich Klakow 79 74 0 07 Oct 2020
On Negative Interference in Multilingual Models: Findings and A Meta-Learning Treatment Zirui Wang Zachary Chase Lipton Yulia Tsvetkov 93 32 0 06 Oct 2020
Do Explicit Alignments Robustly Improve Multilingual Encoders? Shijie Wu Mark Dredze 57 7 0 06 Oct 2020
Participatory Research for Low-resourced Machine Translation: A Case Study in African Languages W. Nekoto Vukosi Marivate T. Matsila Timi E. Fasubaa T. Kolawole ... A. Olabiyi A. Ramkilowan A. Oktem Adewale Akinfaderin Abdallah Bashir 100 212 0 05 Oct 2020
UNISON: Unpaired Cross-lingual Image Captioning Jiahui Gao Yi Zhou Philip L. H. Yu Shafiq Joty Jiuxiang Gu 82 17 0 03 Oct 2020
Which *BERT? A Survey Organizing Contextualized Encoders Patrick Xia Shijie Wu Benjamin Van Durme 62 50 0 02 Oct 2020
Cross-lingual Alignment Methods for Multilingual BERT: A Comparative Study Saurabh Kulshreshtha José Luis Redondo García Ching-Yun Chang 69 48 0 29 Sep 2020
FILTER: An Enhanced Fusion Method for Cross-lingual Language Understanding Yuwei Fang Shuohang Wang Zhe Gan S. Sun Jingjing Liu VLM 114 58 0 10 Sep 2020
MTOP: A Comprehensive Multilingual Task-Oriented Semantic Parsing Benchmark Haoran Li Abhinav Arora Shuohui Chen Anchit Gupta Sonal Gupta Yashar Mehdad 131 179 0 21 Aug 2020
Inducing Language-Agnostic Multilingual Representations Wei Zhao Steffen Eger Johannes Bjerva Isabelle Augenstein 78 65 0 20 Aug 2020
Finding Fast Transformers: One-Shot Neural Architecture Search by Component Composition Henry Tsai Jayden Ooi Chun-Sung Ferng Hyung Won Chung Jason Riesa ViT 80 21 0 15 Aug 2020
Is Supervised Syntactic Parsing Beneficial for Language Understanding? An Empirical Investigation Goran Glavaš Ivan Vulić 100 69 0 15 Aug 2020
Multilingual Translation with Extensible Multilingual Pretraining and Finetuning Y. Tang C. Tran Xian Li Peng-Jen Chen Naman Goyal Vishrav Chaudhary Jiatao Gu Angela Fan CLL 171 462 0 02 Aug 2020
On Learning Universal Representations Across Languages Xiangpeng Wei Rongxiang Weng Yue Hu Luxi Xing Heng Yu Weihua Luo SSL VLM 110 87 0 31 Jul 2020
MKQA: A Linguistically Diverse Benchmark for Multilingual Open Domain Question Answering Shayne Longpre Yi Lu Joachim Daiber ELM HILM 113 161 0 30 Jul 2020
Language-agnostic BERT Sentence Embedding Fangxiaoyu Feng Yinfei Yang Daniel Cer N. Arivazhagan Wei Wang 196 921 0 03 Jul 2020
A Bayesian Multilingual Document Model for Zero-shot Topic Identification and Discovery Santosh Kesiraju Sangeet Sagar Ondvrej Glembek Lukávs Burget Ján Černocký S. Gangashetty 101 0 0 02 Jul 2020
Pre-training via Paraphrasing M. Lewis Marjan Ghazvininejad Gargi Ghosh Armen Aghajanyan Sida I. Wang Luke Zettlemoyer AIMat 114 161 0 26 Jun 2020
Cross-lingual Retrieval for Iterative Self-Supervised Training C. Tran Y. Tang Xian Li Jiatao Gu RALM 77 75 0 16 Jun 2020
English Intermediate-Task Training Improves Zero-Shot Cross-Lingual Transfer Too Jason Phang Iacer Calixto Phu Mon Htut Yada Pruksachatkun Haokun Liu Clara Vania Katharina Kann Samuel R. Bowman LRM 79 66 0 26 May 2020
From SPMRL to NMRL: What Did We Learn (and Unlearn) in a Decade of Parsing Morphologically-Rich Languages (MRLs)? Reut Tsarfaty Dan Bareket Stav Klein Amit Seker 85 40 0 04 May 2020
On the Limitations of Cross-lingual Encoders as Exposed by Reference-Free Machine Translation Evaluation Wei Zhao Goran Glavaš Maxime Peyrard Yang Gao Robert West Steffen Eger ELM 108 63 0 03 May 2020
How Can We Accelerate Progress Towards Human-like Linguistic Generalization? Tal Linzen 293 195 0 03 May 2020
From Zero to Hero: On the Limitations of Zero-Shot Cross-Lingual Transfer with Multilingual Transformers Anne Lauscher Vinit Ravishankar Ivan Vulić Goran Glavaš 81 58 0 01 May 2020