Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing

25 May 2022

Fei Wang

Papers citing "Does Your Model Classify Entities Reasonably? Diagnosing and Mitigating Spurious Correlations in Entity Typing"

43 / 43 papers shown

Title
Controllable Context Sensitivity and the Knob Behind It Julian Minder Kevin Du Niklas Stoehr Giovanni Monea Chris Wendler Robert West Ryan Cotterell KELM 97 6 0 11 Nov 2024
T-NER: An All-Round Python Library for Transformer-based Named Entity Recognition Asahi Ushio Jose Camacho-Collados 44 74 0 09 Sep 2022
Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis Yiwei Wang Muhao Chen Wenxuan Zhou Yujun Cai Yuxuan Liang Dayiheng Liu Baosong Yang Juncheng Liu Bryan Hooi CML 43 51 0 08 May 2022
Unified Semantic Typing with Meaningful Label Inference James Y. Huang Bangzheng Li Lyne Tchapmi Muhao Chen 61 30 0 04 May 2022
Ultra-fine Entity Typing with Indirect Supervision from Natural Language Inference Bangzheng Li Wenpeng Yin Muhao Chen 59 29 0 12 Feb 2022
Identifying and Mitigating Spurious Correlations for Improving Robustness in NLP Models Tianlu Wang Rohit Sridhar Diyi Yang Xuezhi Wang AAML 161 74 0 14 Oct 2021
On Generalization in Coreference Resolution Shubham Toshniwal Patrick Xia Sam Wiseman Karen Livescu Kevin Gimpel 135 37 0 20 Sep 2021
Fine-grained Entity Typing via Label Reasoning Qing Liu Hongyu Lin Xinyan Xiao Xianpei Han Le Sun Hua Wu LRM 54 28 0 13 Sep 2021
Combining Feature and Instance Attribution to Detect Artifacts Pouya Pezeshkpour Sarthak Jain Sameer Singh Byron C. Wallace TDI 79 42 0 01 Jul 2021
De-biasing Distantly Supervised Named Entity Recognition via Causal Intervention Wenkai Zhang Hongyu Lin Xianpei Han Le Sun 59 44 0 17 Jun 2021
Improving Entity Linking through Semantic Reinforced Entity Embeddings Feng Hou Ruili Wang Jun He Yi Zhou AI4TS 52 39 0 16 Jun 2021
Ultra-Fine Entity Typing with Weak Supervision from a Masked Language Model Hongliang Dai Yangqiu Song Haixun Wang 52 55 0 08 Jun 2021
Emerging Properties in Self-Supervised Vision Transformers Mathilde Caron Hugo Touvron Ishan Misra Hervé Jégou Julien Mairal Piotr Bojanowski Armand Joulin 655 6,059 0 29 Apr 2021
Contrastive Out-of-Distribution Detection for Pretrained Transformers Wenxuan Zhou Fangyu Liu Muhao Chen 38 99 0 18 Apr 2021
Towards Interpreting and Mitigating Shortcut Learning Behavior of NLU Models Mengnan Du Varun Manjunatha R. Jain Ruchi Deshpande Franck Dernoncourt Jiuxiang Gu Tong Sun Xia Hu 85 108 0 11 Mar 2021
Modeling Fine-Grained Entity Types with Box Embeddings Yasumasa Onoe Michael Boratko Andrew McCallum Greg Durrett OCL 57 67 0 02 Jan 2021
Exploring Simple Siamese Representation Learning Xinlei Chen Kaiming He SSL 250 4,047 0 20 Nov 2020
Identifying Spurious Correlations for Robust Text Classification Zhao Wang A. Culotta OOD 64 78 0 06 Oct 2020
Mind the Trade-off: Debiasing NLU Models without Degrading the In-distribution Performance Prasetya Ajie Utama N. Moosavi Iryna Gurevych OODD 114 127 0 01 May 2020
Interpretable Entity Representations through Large-Scale Typing Yasumasa Onoe Greg Durrett 43 20 0 30 Apr 2020
Adversarial Filters of Dataset Biases Ronan Le Bras Swabha Swayamdipta Chandra Bhagavatula Rowan Zellers Matthew E. Peters Ashish Sabharwal Yejin Choi 92 222 0 10 Feb 2020
E-BERT: Efficient-Yet-Effective Entity Embeddings for BERT Nina Poerner Ulli Waltinger Hinrich Schütze 91 160 0 09 Nov 2019
Learning the Difference that Makes a Difference with Counterfactually-Augmented Data Divyansh Kaushik Eduard H. Hovy Zachary Chase Lipton CML 84 569 0 26 Sep 2019
Improving Fine-grained Entity Typing with Entity Linking Hongliang Dai Donghong Du Xin Li Yangqiu Song 43 24 0 26 Sep 2019
End-to-End Bias Mitigation by Modelling Biases in Corpora Rabeeh Karimi Mahabadi Yonatan Belinkov James Henderson 117 180 0 13 Sep 2019
Don't Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases Christopher Clark Mark Yatskar Luke Zettlemoyer OOD 71 465 0 09 Sep 2019
Unlearn Dataset Bias in Natural Language Inference by Fitting the Residual He He Sheng Zha Haohan Wang 52 199 0 28 Aug 2019
Towards Debiasing Fact Verification Models Tal Schuster Darsh J. Shah Yun Jie Serene Yeo Daniel Filizzola Enrico Santus Regina Barzilay 85 211 0 14 Aug 2019
RoBERTa: A Robustly Optimized BERT Pretraining Approach Yinhan Liu Myle Ott Naman Goyal Jingfei Du Mandar Joshi Danqi Chen Omer Levy M. Lewis Luke Zettlemoyer Veselin Stoyanov AIMat 587 24,422 0 26 Jul 2019
Probing Neural Network Comprehension of Natural Language Arguments Timothy Niven Hung-Yu kao AAML 85 454 0 17 Jul 2019
Counterfactual Data Augmentation for Mitigating Gender Stereotypes in Languages with Rich Morphology Ran Zmigrod Sabrina J. Mielke Hanna M. Wallach Ryan Cotterell 61 282 0 11 Jun 2019
Learning to Denoise Distantly-Labeled Data for Entity Typing Yasumasa Onoe Greg Durrett 63 57 0 04 May 2019
Imposing Label-Relational Inductive Bias for Extremely Fine-Grained Entity Typing Wenhan Xiong Jiawei Wu Deren Lei Mo Yu Shiyu Chang Xiaoxiao Guo William Yang Wang 49 49 0 06 Mar 2019
Right for the Wrong Reasons: Diagnosing Syntactic Heuristics in Natural Language Inference R. Thomas McCoy Ellie Pavlick Tal Linzen 129 1,237 0 04 Feb 2019
An Investigation of the Interactions Between Pre-Trained Word Embeddings, Character Models and POS Tags in Dependency Parsing Aaron Smith Miryam de Lhoneux Sara Stymne Joakim Nivre 54 40 0 27 Aug 2018
How Much Reading Does Reading Comprehension Require? A Critical Investigation of Popular Benchmarks Divyansh Kaushik Zachary Chase Lipton ELM 67 232 0 14 Aug 2018
Ultra-Fine Entity Typing Eunsol Choi Omer Levy Yejin Choi Luke Zettlemoyer AI4TS 46 210 0 13 Jul 2018
Neural Fine-Grained Entity Type Classification with Hierarchy-Aware Loss Peng Xu Denilson Barbosa NoLa 36 87 0 09 Mar 2018
Annotation Artifacts in Natural Language Inference Data Suchin Gururangan Swabha Swayamdipta Omer Levy Roy Schwartz Samuel R. Bowman Noah A. Smith 140 1,177 0 06 Mar 2018
Adversarial Examples for Evaluating Reading Comprehension Systems Robin Jia Percy Liang AAML ELM 196 1,605 0 23 Jul 2017
Bag of Tricks for Efficient Text Classification Armand Joulin Edouard Grave Piotr Bojanowski Tomas Mikolov VLM 168 4,618 0 06 Jul 2016
Label Noise Reduction in Entity Typing by Heterogeneous Partial-Label Embedding Xiang Ren Wenqi He Meng Qu Clare R. Voss Heng Ji Jiawei Han NoLa 44 145 0 17 Feb 2016
Context-Dependent Fine-Grained Entity Type Tagging D. Gillick N. Lazić Kuzman Ganchev Jesse Kirchner David Huynh 40 141 0 03 Dec 2014