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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
NusaX: Multilingual Parallel Sentiment Dataset for 10 Indonesian Local Languages Genta Indra Winata Alham Fikri Aji Samuel Cahyawijaya Rahmad Mahendra Fajri Koto ... Pascale Fung Timothy Baldwin Jey Han Lau Rico Sennrich Sebastian Ruder 110 88 0 31 May 2022
EMS: Efficient and Effective Massively Multilingual Sentence Embedding Learning Zhuoyuan Mao Chenhui Chu Sadao Kurohashi 80 1 0 31 May 2022
VLUE: A Multi-Task Benchmark for Evaluating Vision-Language Models Wangchunshu Zhou Yan Zeng Shizhe Diao Xinsong Zhang CoGe VLM 106 13 0 30 May 2022
X-SCITLDR: Cross-Lingual Extreme Summarization of Scholarly Documents Sotaro Takeshita Tommaso Green Niklas Friedrich Kai Eckert Simone Paolo Ponzetto 55 14 0 30 May 2022
CEBaB: Estimating the Causal Effects of Real-World Concepts on NLP Model Behavior Eldar David Abraham Karel DÓosterlinck Amir Feder Y. Gat Atticus Geiger Christopher Potts Roi Reichart Zhengxuan Wu CML 131 47 0 27 May 2022
Language Anisotropic Cross-Lingual Model Editing Yang Xu Yutai Hou Wanxiang Che Min Zhang KELM 159 28 0 25 May 2022
Evaluating the Diversity, Equity and Inclusion of NLP Technology: A Case Study for Indian Languages Simran Khanuja Sebastian Ruder Partha P. Talukdar 130 20 0 25 May 2022
Discovering Language-neutral Sub-networks in Multilingual Language Models Negar Foroutan Mohammadreza Banaei R. Lebret Antoine Bosselut Karl Aberer LRM 126 25 0 25 May 2022
Bitext Mining Using Distilled Sentence Representations for Low-Resource Languages Kevin Heffernan Onur cCelebi Holger Schwenk 151 55 0 25 May 2022
Overcoming Catastrophic Forgetting in Zero-Shot Cross-Lingual Generation Tu Vu Aditya Barua Brian Lester Daniel Cer Mohit Iyyer Noah Constant CLL 103 66 0 25 May 2022
Hyper-X: A Unified Hypernetwork for Multi-Task Multilingual Transfer Ahmet Üstün Arianna Bisazza G. Bouma Gertjan van Noord Sebastian Ruder 131 33 0 24 May 2022
Analyzing the Mono- and Cross-Lingual Pretraining Dynamics of Multilingual Language Models Terra Blevins Hila Gonen Luke Zettlemoyer LRM 131 31 0 24 May 2022
Utilizing Language-Image Pretraining for Efficient and Robust Bilingual Word Alignment Tuan Dinh Jy-yong Sohn Shashank Rajput Timothy Ossowski Yifei Ming Junjie Hu Dimitris Papailiopoulos Kangwook Lee 84 0 0 23 May 2022
Local Byte Fusion for Neural Machine Translation Makesh Narsimhan Sreedhar Xiangpeng Wan Yu-Jie Cheng Junjie Hu 106 4 0 23 May 2022
RuNNE-2022 Shared Task: Recognizing Nested Named Entities Ekaterina Artemova Maxim Zmeev Natalia Loukachevitch I. Rozhkov Tatiana Batura V. Ivanov E. Tutubalina 51 9 0 23 May 2022
Please, Don't Forget the Difference and the Confidence Interval when Seeking for the State-of-the-Art Status Yves Bestgen 55 4 0 23 May 2022
BanglaNLG and BanglaT5: Benchmarks and Resources for Evaluating Low-Resource Natural Language Generation in Bangla Abhik Bhattacharjee Tahmid Hasan Wasi Uddin Ahmad Rifat Shahriyar AIMat LM&MA 111 32 0 23 May 2022
The Geometry of Multilingual Language Model Representations Tyler A. Chang Zhuowen Tu Benjamin Bergen 108 69 0 22 May 2022
Multi2WOZ: A Robust Multilingual Dataset and Conversational Pretraining for Task-Oriented Dialog Chia-Chien Hung Anne Lauscher Ivan Vulić Simone Paolo Ponzetto Goran Glavaš 65 36 0 20 May 2022
Persian Natural Language Inference: A Meta-learning approach Heydar Soudani Mohammadreza Mojab H. Beigy 99 1 0 18 May 2022
OneAligner: Zero-shot Cross-lingual Transfer with One Rich-Resource Language Pair for Low-Resource Sentence Retrieval Tong Niu Kazuma Hashimoto Yingbo Zhou Caiming Xiong VLM 52 5 0 17 May 2022
Feature Aggregation in Zero-Shot Cross-Lingual Transfer Using Multilingual BERT Beiduo Chen Wu Guo Quan Liu Kun Tao 81 1 0 17 May 2022
Beyond Static Models and Test Sets: Benchmarking the Potential of Pre-trained Models Across Tasks and Languages Kabir Ahuja Sandipan Dandapat Sunayana Sitaram Monojit Choudhury LRM 99 16 0 12 May 2022
On the Economics of Multilingual Few-shot Learning: Modeling the Cost-Performance Trade-offs of Machine Translated and Manual Data Kabir Ahuja Monojit Choudhury Sandipan Dandapat 58 3 0 12 May 2022
Lifting the Curse of Multilinguality by Pre-training Modular Transformers Jonas Pfeiffer Naman Goyal Xi Lin Xian Li James Cross Sebastian Riedel Mikel Artetxe LRM 113 146 0 12 May 2022
Multi Task Learning For Zero Shot Performance Prediction of Multilingual Models Kabir Ahuja Shanu Kumar Sandipan Dandapat Monojit Choudhury 64 25 0 12 May 2022
EASE: Entity-Aware Contrastive Learning of Sentence Embedding Sosuke Nishikawa Ryokan Ri Ikuya Yamada Yoshimasa Tsuruoka Isao Echizen 66 31 0 09 May 2022
Enhancing Cross-lingual Transfer by Manifold Mixup Huiyun Yang Huadong Chen Hao Zhou Lei Li AAML 65 45 0 09 May 2022
A Balanced Data Approach for Evaluating Cross-Lingual Transfer: Mapping the Linguistic Blood Bank Daniel Malkin Tomasz Limisiewicz Gabriel Stanovsky 82 24 0 09 May 2022
Are All the Datasets in Benchmark Necessary? A Pilot Study of Dataset Evaluation for Text Classification Yanghua Xiao Jinlan Fu See-Kiong Ng Pengfei Liu 48 2 0 04 May 2022
Meta Learning for Natural Language Processing: A Survey Hung-yi Lee Shang-Wen Li Ngoc Thang Vu 104 45 0 03 May 2022
Polyglot Prompt: Multilingual Multitask PrompTraining Jinlan Fu See-Kiong Ng Pengfei Liu 68 8 0 29 Apr 2022
Czech Dataset for Cross-lingual Subjectivity Classification Pavel Přibáň J. Steinberger 76 5 0 29 Apr 2022
Por Qué Não Utiliser Alla Språk? Mixed Training with Gradient Optimization in Few-Shot Cross-Lingual Transfer Haoran Xu Kenton W. Murray 81 12 0 29 Apr 2022
A Comprehensive Understanding of Code-mixed Language Semantics using Hierarchical Transformer Ayan Sengupta Tharun Suresh Md. Shad Akhtar Tanmoy Chakraborty 77 8 0 27 Apr 2022
Generalized Quantifiers as a Source of Error in Multilingual NLU Benchmarks Ruixiang Cui Daniel Hershcovich Anders Søgaard 89 13 0 22 Apr 2022
On the Representation Collapse of Sparse Mixture of Experts Zewen Chi Li Dong Shaohan Huang Damai Dai Shuming Ma ... Payal Bajaj Xia Song Xian-Ling Mao Heyan Huang Furu Wei MoMe MoE 117 106 0 20 Apr 2022
Cross-Lingual Phrase Retrieval Heqi Zheng Xiao Zhang Zewen Chi Heyan Huang T. Yan Tian Lan Wei Wei Xian-Ling Mao RALM LRM 73 3 0 19 Apr 2022
IndicXNLI: Evaluating Multilingual Inference for Indian Languages Divyanshu Aggarwal V. Gupta Anoop Kunchukuttan 79 28 0 19 Apr 2022
MASSIVE: A 1M-Example Multilingual Natural Language Understanding Dataset with 51 Typologically-Diverse Languages Jack G. M. FitzGerald C. Hench Charith Peris Scott Mackie Kay Rottmann ... Laurie Crist Misha Britan Wouter Leeuwis Gokhan Tur Premkumar Natarajan 91 136 0 18 Apr 2022
mGPT: Few-Shot Learners Go Multilingual Oleh Shliazhko Alena Fenogenova Maria Tikhonova Vladislav Mikhailov Anastasia Kozlova Tatiana Shavrina 153 155 0 15 Apr 2022
The Impact of Cross-Lingual Adjustment of Contextual Word Representations on Zero-Shot Transfer Pavel Efimov Leonid Boytsov E. Arslanova Pavel Braslavski 56 7 0 13 Apr 2022
Uniform Complexity for Text Generation Joseph Marvin Imperial Harish Tayyar Madabushi 54 3 0 11 Apr 2022
Assessment of Massively Multilingual Sentiment Classifiers Krzysztof Rajda Lukasz Augustyniak Piotr Gramacki Marcin Gruza Szymon Wo'zniak Tomasz Kajdanowicz 103 6 0 11 Apr 2022
Global Readiness of Language Technology for Healthcare: What would it Take to Combat the Next Pandemic? Ishani Mondal Kabir Ahuja Mohit Jain Jacki O Neil Kalika Bali Monojit Choudhury ELM LM&MA 76 4 0 06 Apr 2022
Probing Structured Pruning on Multilingual Pre-trained Models: Settings, Algorithms, and Efficiency Yanyang Li Fuli Luo Runxin Xu Songfang Huang Fei Huang Liwei Wang 69 3 0 06 Apr 2022
Parameter-Efficient Neural Reranking for Cross-Lingual and Multilingual Retrieval Robert Litschko Ivan Vulić Goran Glavaš LRM 146 15 0 05 Apr 2022
Learning Disentangled Semantic Representations for Zero-Shot Cross-Lingual Transfer in Multilingual Machine Reading Comprehension injuan Wu Shaojuan Wu Xiaowang Zhang Deyi Xiong Shizhan Chen Zhiqiang Zhuang Zhiyong Feng 62 13 0 03 Apr 2022
CL-XABSA: Contrastive Learning for Cross-lingual Aspect-based Sentiment Analysis Nankai Lin Yingwen Fu Xiaotian Lin Aimin Yang Shengyi Jiang 115 18 0 02 Apr 2022
One Country, 700+ Languages: NLP Challenges for Underrepresented Languages and Dialects in Indonesia Alham Fikri Aji Genta Indra Winata Fajri Koto Samuel Cahyawijaya Ade Romadhony ... David Moeljadi Radityo Eko Prasojo Timothy Baldwin Jey Han Lau Sebastian Ruder 109 106 0 24 Mar 2022