Good-Enough Compositional Data Augmentation

21 April 2019

Papers citing "Good-Enough Compositional Data Augmentation"

50 / 72 papers shown

Title
From Frege to chatGPT: Compositionality in language, cognition, and deep neural networks Jacob Russin Sam Whitman McGrath Danielle J. Williams Lotem Elber-Dorozko AI4CE 73 3 0 24 May 2024
A Comprehensive Survey on Data Augmentation Zaitian Wang Pengfei Wang Kunpeng Liu Pengyang Wang Yanjie Fu Chang-Tien Lu Charu Aggarwal Jian Pei Yuanchun Zhou ViT 103 21 0 15 May 2024
Inducing Systematicity in Transformers by Attending to Structurally Quantized Embeddings Yichen Jiang Xiang Zhou Mohit Bansal 35 1 0 09 Feb 2024
Towards Equipping Transformer with the Ability of Systematic Compositionality Chen Huang Peixin Qin Wenqiang Lei Jiancheng Lv 27 1 0 12 Dec 2023
Syntax-Guided Transformers: Elevating Compositional Generalization and Grounding in Multimodal Environments Danial Kamali Parisa Kordjamshidi 31 1 0 07 Nov 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 40 2 0 20 Jul 2023
Learning to Substitute Spans towards Improving Compositional Generalization Zhaoyi Li Ying Wei Defu Lian 10 9 0 05 Jun 2023
Scalable Learning of Latent Language Structure With Logical Offline Cycle Consistency M. Crouse Ramón Fernández Astudillo Tahira Naseem Subhajit Chaudhury Pavan Kapanipathi Salim Roukos Alexander G. Gray OffRL 22 0 0 31 May 2023
Improving Generalization in Language Model-Based Text-to-SQL Semantic Parsing: Two Simple Semantic Boundary-Based Techniques Daking Rai Bailin Wang Yilun Zhou Ziyu Yao 25 27 0 27 May 2023
Out-of-Distribution Generalization in Text Classification: Past, Present, and Future Linyi Yang Y. Song Xuan Ren Chenyang Lyu Yidong Wang Lingqiao Liu Jindong Wang Jennifer Foster Yue Zhang OOD 32 2 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
How Do In-Context Examples Affect Compositional Generalization? Shengnan An Zeqi Lin Qiang Fu B. Chen Nanning Zheng Jian-Guang Lou Dongmei Zhang 34 49 0 08 May 2023
UATTA-EB: Uncertainty-Aware Test-Time Augmented Ensemble of BERTs for Classifying Common Mental Illnesses on Social Media Posts Pratinav Seth Mihir Agarwal AI4MH 16 1 0 10 Apr 2023
Learning towards Selective Data Augmentation for Dialogue Generation Xiuying Chen Mingzhe Li Jiayi Zhang Xiaoqiang Xia Chen Wei Jianwei Cui Xin Gao Xiangliang Zhang Rui Yan 30 7 0 17 Mar 2023
Unnatural Instructions: Tuning Language Models with (Almost) No Human Labor Or Honovich Thomas Scialom Omer Levy Timo Schick ALM 31 359 0 19 Dec 2022
A Short Survey of Systematic Generalization Yuanpeng Li AI4CE 35 1 0 22 Nov 2022
NeuroCounterfactuals: Beyond Minimal-Edit Counterfactuals for Richer Data Augmentation Phillip Howard Gadi Singer Vasudev Lal Yejin Choi Swabha Swayamdipta CML 55 25 0 22 Oct 2022
Enhancing Tabular Reasoning with Pattern Exploiting Training Abhilash Shankarampeta Vivek Gupta Shuo Zhang LMTD RALM ReLM 60 6 0 21 Oct 2022
AugCSE: Contrastive Sentence Embedding with Diverse Augmentations Zilu Tang Muhammed Yusuf Kocyigit Derry Wijaya 35 8 0 20 Oct 2022
Categorizing Semantic Representations for Neural Machine Translation Yongjing Yin Yafu Li Fandong Meng Jie Zhou Yue Zhang 19 6 0 13 Oct 2022
AD-DROP: Attribution-Driven Dropout for Robust Language Model Fine-Tuning Tao Yang Jinghao Deng Xiaojun Quan Qifan Wang Shaoliang Nie 28 3 0 12 Oct 2022
Neural-Symbolic Recursive Machine for Systematic Generalization Qing Li Yixin Zhu Yitao Liang Ying Nian Wu Song-Chun Zhu Siyuan Huang NAI 35 9 0 04 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
On a Built-in Conflict between Deep Learning and Systematic Generalization Yuanpeng Li OOD 39 0 0 24 Aug 2022
Least-to-Most Prompting Enables Complex Reasoning in Large Language Models Denny Zhou Nathanael Scharli Le Hou Jason W. Wei Nathan Scales ... Dale Schuurmans Claire Cui Olivier Bousquet Quoc Le Ed H. Chi RALM LRM AI4CE 12 1,042 0 21 May 2022
TreeMix: Compositional Constituency-based Data Augmentation for Natural Language Understanding Le Zhang Zichao Yang Diyi Yang 31 24 0 12 May 2022
SUBS: Subtree Substitution for Compositional Semantic Parsing Jingfeng Yang Le Zhang Diyi Yang 16 21 0 03 May 2022
Compositional Generalization and Decomposition in Neural Program Synthesis Kensen Shi Joey Hong Manzil Zaheer Pengcheng Yin Charles Sutton 30 5 0 07 Apr 2022
Compositional Temporal Grounding with Structured Variational Cross-Graph Correspondence Learning Juncheng Li Junlin Xie Long Qian Linchao Zhu Siliang Tang Fei Wu Yi Yang Yueting Zhuang X. Wang 36 73 0 24 Mar 2022
Revisiting the Compositional Generalization Abilities of Neural Sequence Models Arkil Patel S. Bhattamishra Phil Blunsom Navin Goyal BDL CoGe 23 32 0 14 Mar 2022
One-Shot Learning from a Demonstration with Hierarchical Latent Language Nathaniel Weir Xingdi Yuan Marc-Alexandre Côté Matthew J. Hausknecht Romain Laroche Ida Momennejad H. V. Seijen Benjamin Van Durme BDL 19 6 0 09 Mar 2022
Improving Systematic Generalization Through Modularity and Augmentation Laura Ruis Brenden Lake 43 16 0 22 Feb 2022
Improving Compositional Generalization with Latent Structure and Data Augmentation Linlu Qiu Peter Shaw Panupong Pasupat Pawel Krzysztof Nowak Tal Linzen Fei Sha Kristina Toutanova CoGe 23 57 0 14 Dec 2021
Systematic Generalization with Edge Transformers Leon Bergen Timothy J. O'Donnell Dzmitry Bahdanau 10 46 0 01 Dec 2021
To Augment or Not to Augment? A Comparative Study on Text Augmentation Techniques for Low-Resource NLP Gözde Gül Sahin 30 33 0 18 Nov 2021
Learning to Generalize Compositionally by Transferring Across Semantic Parsing Tasks Wang Zhu Peter Shaw Tal Linzen Fei Sha 29 7 0 09 Nov 2021
Towards Learning to Speak and Hear Through Multi-Agent Communication over a Continuous Acoustic Channel Kevin Eloff Okko Rasanen H. Engelbrecht Arnu Pretorius Herman Kamper 27 3 0 04 Nov 2021
Improving Compositional Generalization with Self-Training for Data-to-Text Generation Sanket Vaibhav Mehta J. Rao Yi Tay Mihir Kale Ankur P. Parikh Emma Strubell AI4CE 36 30 0 16 Oct 2021
Controllable Semantic Parsing via Retrieval Augmentation Panupong Pasupat Yuan Zhang Kelvin Guu 127 47 0 16 Oct 2021
Data Augmentation Approaches in Natural Language Processing: A Survey Bohan Li Yutai Hou Wanxiang Che 124 270 0 05 Oct 2021
Inducing Transformer's Compositional Generalization Ability via Auxiliary Sequence Prediction Tasks Yichen Jiang Mohit Bansal 92 25 0 30 Sep 2021
Data Augmentation Methods for Anaphoric Zero Pronouns Abdulrahman Aloraini Massimo Poesio 29 5 0 20 Sep 2021
ReaSCAN: Compositional Reasoning in Language Grounding Zhengxuan Wu Elisa Kreiss Desmond C. Ong Christopher Potts CoGe LRM 23 22 0 18 Sep 2021
Good-Enough Example Extrapolation Jason W. Wei 21 5 0 12 Sep 2021
Finding needles in a haystack: Sampling Structurally-diverse Training Sets from Synthetic Data for Compositional Generalization I. Oren Jonathan Herzig Jonathan Berant 22 31 0 06 Sep 2021
Sequence-to-Sequence Learning with Latent Neural Grammars Yoon Kim 33 40 0 02 Sep 2021
Text AutoAugment: Learning Compositional Augmentation Policy for Text Classification Shuhuai Ren Jinchao Zhang Lei Li Xu Sun Jie Zhou 33 31 0 01 Sep 2021
AEDA: An Easier Data Augmentation Technique for Text Classification Akbar Karimi L. Rossi Andrea Prati 29 151 0 30 Aug 2021
The Devil is in the Detail: Simple Tricks Improve Systematic Generalization of Transformers Róbert Csordás Kazuki Irie Jürgen Schmidhuber ViT 23 128 0 26 Aug 2021
Making Transformers Solve Compositional Tasks Santiago Ontañón Joshua Ainslie Vaclav Cvicek Zachary Kenneth Fisher 33 70 0 09 Aug 2021