Sequence-Level Mixed Sample Data Augmentation

18 November 2020

Papers citing "Sequence-Level Mixed Sample Data Augmentation"

50 / 67 papers shown

Title
Learning to Substitute Components for Compositional Generalization ZeLin Li Gangwei Jiang Chenwang Wu Ying Wei Defu Lian Enhong Chen 62 0 0 28 Feb 2025
TARDiS : Text Augmentation for Refining Diversity and Separability Kyungmin Kim Sanghun Im Gibaeg Kim Heung-Seon Oh VLM 34 0 0 06 Jan 2025
Compositional Generalization Across Distributional Shifts with Sparse Tree Operations Paul Soulos Henry Conklin Mattia Opper P. Smolensky Jianfeng Gao Roland Fernandez 73 4 0 18 Dec 2024
Cyber-Attack Technique Classification Using Two-Stage Trained Large Language Models Weiqiu You Youngja Park 71 0 0 27 Nov 2024
Delving into the Reversal Curse: How Far Can Large Language Models Generalize? Zhengkai Lin Z. Fu Kai Liu Liang Xie Binbin Lin Wenxiao Wang D. Cai Yue Wu Jieping Ye LRM 25 3 0 24 Oct 2024
The Effects of Hallucinations in Synthetic Training Data for Relation Extraction Steven Rogulsky Nicholas Popovic Michael Färber HILM 32 1 0 10 Oct 2024
SFTMix: Elevating Language Model Instruction Tuning with Mixup Recipe Yuxin Xiao Shujian Zhang Wenxuan Zhou Marzyeh Ghassemi Sanqiang Zhao 109 0 0 07 Oct 2024
InstaSynth: Opportunities and Challenges in Generating Synthetic Instagram Data with ChatGPT for Sponsored Content Detection T. Bertaglia Lily Heisig Rishabh Kaushal Adriana Iamnitchi 25 4 0 22 Mar 2024
Masked Thought: Simply Masking Partial Reasoning Steps Can Improve Mathematical Reasoning Learning of Language Models Changyu Chen Xiting Wang Ting-En Lin Ang Lv Yuchuan Wu Xin Gao Ji-Rong Wen Rui Yan Yongbin Li ReLM LRM 28 9 0 04 Mar 2024
Enhancing Protein Predictive Models via Proteins Data Augmentation: A Benchmark and New Directions Rui Sun Lirong Wu Haitao Lin Yufei Huang Stan Z. Li 33 1 0 01 Mar 2024
Retrieval-Augmented Data Augmentation for Low-Resource Domain Tasks Minju Seo Jinheon Baek James Thorne Sung Ju Hwang RALM 37 9 0 21 Feb 2024
Non-Fluent Synthetic Target-Language Data Improve Neural Machine Translation Víctor M. Sánchez-Cartagena Miquel Espla-Gomis J. A. Pérez-Ortiz F. Sánchez-Martínez 35 4 0 29 Jan 2024
IndiText Boost: Text Augmentation for Low Resource India Languages Onkar Litake Niraj Yagnik S. Labhsetwar VLM 26 3 0 23 Jan 2024
RoAST: Robustifying Language Models via Adversarial Perturbation with Selective Training Jaehyung Kim Yuning Mao Rui Hou Hanchao Yu Davis Liang Pascale Fung Qifan Wang Fuli Feng Lifu Huang Madian Khabsa AAML 23 2 0 07 Dec 2023
SegMix: A Simple Structure-Aware Data Augmentation Method Yuxin Pei Pushkar Bhuse Zhengzhong Liu Eric P. Xing 18 1 0 16 Nov 2023
TreeSwap: Data Augmentation for Machine Translation via Dependency Subtree Swapping Attila Nagy Dorina Lakatos Botond Barta Judit Ács 24 1 0 04 Nov 2023
MAGNIFICo: Evaluating the In-Context Learning Ability of Large Language Models to Generalize to Novel Interpretations Arkil Patel S. Bhattamishra Siva Reddy Dzmitry Bahdanau 34 5 0 18 Oct 2023
Steering Language Generation: Harnessing Contrastive Expert Guidance and Negative Prompting for Coherent and Diverse Synthetic Data Generation Charles OÑeill Y. Ting 丁 I. Ciucă Jack Miller Thang Bui SyDa 37 1 0 15 Aug 2023
Layer-wise Representation Fusion for Compositional Generalization Yafang Zheng Lei Lin Shantao Liu Binling Wang Zhaohong Lai Wenhao Rao Biao Fu Yidong Chen Xiaodon Shi AI4CE 43 2 0 20 Jul 2023
Data Augmentation for Machine Translation via Dependency Subtree Swapping Attila Nagy Dorina Lakatos Botond Barta Patrick Nanys Judit Ács 31 1 0 13 Jul 2023
Increasing Diversity While Maintaining Accuracy: Text Data Generation with Large Language Models and Human Interventions John Joon Young Chung Ece Kamar Saleema Amershi ALM 34 109 0 07 Jun 2023
Learning to Substitute Spans towards Improving Compositional Generalization Zhaoyi Li Ying Wei Defu Lian 10 9 0 05 Jun 2023
GDA: Generative Data Augmentation Techniques for Relation Extraction Tasks Xuming Hu Aiwei Liu Zeqi Tan Xin Zhang Chenwei Zhang Irwin King Philip S. Yu 44 16 0 26 May 2023
Weakly Supervised Vision-and-Language Pre-training with Relative Representations Chi Chen Peng Li Maosong Sun Yang Liu 22 1 0 24 May 2023
Generating Data for Symbolic Language with Large Language Models Jiacheng Ye Chengzu Li Lingpeng Kong Tao Yu 33 10 0 23 May 2023
Understanding Compositional Data Augmentation in Typologically Diverse Morphological Inflection Farhan Samir Miikka Silfverberg 22 3 0 23 May 2023
Learning to Compose Representations of Different Encoder Layers towards Improving Compositional Generalization Lei Lin Shuangtao Li Yafang Zheng Biao Fu Shantao Liu Yidong Chen Xiaodon Shi CoGe 25 2 0 20 May 2023
Adversarial Word Dilution as Text Data Augmentation in Low-Resource Regime J. Chen Richong Zhang Zheyan Luo Chunming Hu Yongyi Mao 14 4 0 16 May 2023
On Efficient Training of Large-Scale Deep Learning Models: A Literature Review Li Shen Yan Sun Zhiyuan Yu Liang Ding Xinmei Tian Dacheng Tao VLM 30 41 0 07 Apr 2023
Model-Agnostic Meta-Learning for Multilingual Hate Speech Detection Rabiul Awal Roy Ka-Wei Lee Eshaan Tanwar Tanmay Garg Tanmoy Chakraborty 24 26 0 04 Mar 2023
On Robustness of Prompt-based Semantic Parsing with Large Pre-trained Language Model: An Empirical Study on Codex Terry Yue Zhuo Zhuang Li Yujin Huang Fatemeh Shiri Weiqing Wang Gholamreza Haffari Yuan-Fang Li AAML 28 54 0 30 Jan 2023
A Survey of Mix-based Data Augmentation: Taxonomy, Methods, Applications, and Explainability Chengtai Cao Fan Zhou Yurou Dai Jianping Wang Kunpeng Zhang AAML 24 28 0 21 Dec 2022
SOLD: Sinhala Offensive Language Dataset Tharindu Ranasinghe Isuri Anuradha Damith Premasiri Kanishka Silva Hansi Hettiarachchi Lasitha Uyangodage Marcos Zampieri 33 8 0 01 Dec 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 38 1 0 22 Nov 2022
Categorizing Semantic Representations for Neural Machine Translation Yongjing Yin Yafu Li Fandong Meng Jie Zhou Yue Zhang 24 6 0 13 Oct 2022
DATScore: Evaluating Translation with Data Augmented Translations Moussa Kamal Eddine Guokan Shang Michalis Vazirgiannis 44 5 0 12 Oct 2022
State-of-the-art generalisation research in NLP: A taxonomy and review Dieuwke Hupkes Mario Giulianelli Verna Dankers Mikel Artetxe Yanai Elazar ... Leila Khalatbari Maria Ryskina Rita Frieske Ryan Cotterell Zhijing Jin 114 93 0 06 Oct 2022
MALM: Mixing Augmented Language Modeling for Zero-Shot Machine Translation Kshitij Gupta VLM LRM 6 2 0 01 Oct 2022
DoubleMix: Simple Interpolation-Based Data Augmentation for Text Classification Hui Chen Wei Han Diyi Yang Soujanya Poria 15 12 0 12 Sep 2022
GeoECG: Data Augmentation via Wasserstein Geodesic Perturbation for Robust Electrocardiogram Prediction Jiacheng Zhu Jielin Qiu Zhuolin Yang Douglas Weber M. Rosenberg Emerson Liu Bo-wen Li Ding Zhao OOD 28 13 0 02 Aug 2022
Building Korean Sign Language Augmentation (KoSLA) Corpus with Data Augmentation Technique Changnam An Eunkyung Han Dongmyeong Noh O. Kwon Sumi Lee H. Han SLR 11 1 0 12 Jul 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 36 24 0 12 May 2022
AdMix: A Mixed Sample Data Augmentation Method for Neural Machine Translation Chang-Hu Jin Shigui Qiu Nini Xiao Hao Jia 6 7 0 10 May 2022
BLISS: Robust Sequence-to-Sequence Learning via Self-Supervised Input Representation Zheng-Wei Zhang Liang Ding Dazhao Cheng Xuebo Liu Min Zhang Dacheng Tao 24 11 0 16 Apr 2022
CipherDAug: Ciphertext based Data Augmentation for Neural Machine Translation Nishant Kambhatla Logan Born Anoop Sarkar 21 16 0 01 Apr 2022
Structurally Diverse Sampling for Sample-Efficient Training and Comprehensive Evaluation Shivanshu Gupta Sameer Singh Matt Gardner 49 7 0 16 Mar 2022
Multilingual Mix: Example Interpolation Improves Multilingual Neural Machine Translation Yong Cheng Ankur Bapna Orhan Firat Yuan Cao Pidong Wang Wolfgang Macherey 23 13 0 15 Mar 2022
Revisiting the Compositional Generalization Abilities of Neural Sequence Models Arkil Patel S. Bhattamishra Phil Blunsom Navin Goyal BDL CoGe 26 32 0 14 Mar 2022
Grammar-Based Grounded Lexicon Learning Jiayuan Mao Haoyue Shi Jiajun Wu R. Levy J. Tenenbaum NAI 16 14 0 17 Feb 2022
Data Augmentation for Mental Health Classification on Social Media Gunjan Ansari Muskan Garg Chandni Saxena 36 19 0 19 Dec 2021