Syntactic Data Augmentation Increases Robustness to Inference Heuristics

24 April 2020

Papers citing "Syntactic Data Augmentation Increases Robustness to Inference Heuristics"

29 / 29 papers shown

Title
Diversity-Oriented Data Augmentation with Large Language Models Zaitian Wang Jinghan Zhang Xinhao Zhang Kunpeng Liu Pengfei Wang Yuanchun Zhou 78 1 0 17 Feb 2025
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 95 21 0 15 May 2024
Specification Overfitting in Artificial Intelligence Benjamin Roth Pedro Henrique Luz de Araujo Yuxi Xia Saskia Kaltenbrunner Christoph Korab 56 0 0 13 Mar 2024
Punctuation Restoration Improves Structure Understanding Without Supervision Junghyun Min Minho Lee Woochul Lee Yeonsoo Lee 46 1 0 13 Feb 2024
AMPLIFY:Attention-based Mixup for Performance Improvement and Label Smoothing in Transformer Leixin Yang Yu Xiang 19 0 0 22 Sep 2023
Can current NLI systems handle German word order? Investigating language model performance on a new German challenge set of minimal pairs Ines Reinig K. Markert 8 0 0 07 Jun 2023
SCENE: Self-Labeled Counterfactuals for Extrapolating to Negative Examples Deqing Fu Ameya Godbole Robin Jia 22 8 0 13 May 2023
SMoA: Sparse Mixture of Adapters to Mitigate Multiple Dataset Biases Yanchen Liu Jing Yang Yan Chen Jing Liu Huaqin Wu MoE 32 2 0 28 Feb 2023
Data Augmentation for Neural NLP Domagoj Pluscec Jan Snajder 6 6 0 22 Feb 2023
Feature-Level Debiased Natural Language Understanding Yougang Lyu Piji Li Yechang Yang Maarten de Rijke Pengjie Ren Yukun Zhao Dawei Yin Z. Ren 26 10 0 11 Dec 2022
Looking at the Overlooked: An Analysis on the Word-Overlap Bias in Natural Language Inference S. Rajaee Yadollah Yaghoobzadeh Mohammad Taher Pilehvar 23 5 0 07 Nov 2022
Transfer Learning with Synthetic Corpora for Spatial Role Labeling and Reasoning Roshanak Mirzaee Parisa Kordjamshidi SyDa LRM 6 32 0 30 Oct 2022
Shortcut Learning of Large Language Models in Natural Language Understanding Mengnan Du Fengxiang He Na Zou Dacheng Tao Xia Hu KELM OffRL 24 82 0 25 Aug 2022
An Interpretability Evaluation Benchmark for Pre-trained Language Models Ya-Ming Shen Lijie Wang Ying Chen Xinyan Xiao Jing Liu Hua-Hong Wu 27 4 0 28 Jul 2022
A Model-Agnostic Data Manipulation Method for Persona-based Dialogue Generation Yu Cao Wei Bi Meng Fang Shuming Shi Dacheng Tao 24 47 0 21 Apr 2022
Virtual Data Augmentation: A Robust and General Framework for Fine-tuning Pre-trained Models Kun Zhou Wayne Xin Zhao Sirui Wang Fuzheng Zhang Wei Yu Wu Ji-Rong Wen AAML 13 7 0 13 Sep 2021
Tiered Reasoning for Intuitive Physics: Toward Verifiable Commonsense Language Understanding Shane Storks Qiaozi Gao Yichi Zhang J. Chai ReLM LRM 39 22 0 10 Sep 2021
Avoiding Inference Heuristics in Few-shot Prompt-based Finetuning Prasetya Ajie Utama N. Moosavi Victor Sanh Iryna Gurevych AAML 56 35 0 09 Sep 2021
Context-aware Adversarial Training for Name Regularity Bias in Named Entity Recognition Abbas Ghaddar Philippe Langlais Ahmad Rashid Mehdi Rezagholizadeh 30 42 0 24 Jul 2021
A Survey on Data Augmentation for Text Classification Markus Bayer M. Kaufhold Christian A. Reuter 23 332 0 07 Jul 2021
An Investigation of the (In)effectiveness of Counterfactually Augmented Data Nitish Joshi He He OODD 19 46 0 01 Jul 2021
An Empirical Survey of Data Augmentation for Limited Data Learning in NLP Jiaao Chen Derek Tam Colin Raffel Mohit Bansal Diyi Yang 21 172 0 14 Jun 2021
Evaluating Gender Bias in Natural Language Inference Shanya Sharma Manan Dey Koustuv Sinha 13 41 0 12 May 2021
Understanding by Understanding Not: Modeling Negation in Language Models Arian Hosseini Siva Reddy Dzmitry Bahdanau R. Devon Hjelm Alessandro Sordoni Aaron C. Courville 11 87 0 07 May 2021
Evaluating Attribution in Dialogue Systems: The BEGIN Benchmark Nouha Dziri Hannah Rashkin Tal Linzen David Reitter ALM 185 79 0 30 Apr 2021
Supervising Model Attention with Human Explanations for Robust Natural Language Inference Joe Stacey Yonatan Belinkov Marek Rei 23 45 0 16 Apr 2021
An Analysis of Simple Data Augmentation for Named Entity Recognition Xiang Dai Heike Adel 30 194 0 22 Oct 2020
An Empirical Study on Robustness to Spurious Correlations using Pre-trained Language Models Lifu Tu Garima Lalwani Spandana Gella He He LRM 19 183 0 14 Jul 2020
Adversarial Example Generation with Syntactically Controlled Paraphrase Networks Mohit Iyyer John Wieting Kevin Gimpel Luke Zettlemoyer AAML GAN 185 711 0 17 Apr 2018