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TextFlint: Unified Multilingual Robustness Evaluation Toolkit for Natural Language Processing ...
Abstract: Various robustness evaluation methodologies from different perspectives have been proposed for different natural language processing (NLP) tasks. These methods have often focused on either universal or task-specific generalization capabilities. In this work, we propose a multilingual robustness evaluation platform for NLP tasks (TextFlint) that incorporates universal text transformation, task-specific transformation, adversarial attack, subpopulation, and their combinations to provide comprehensive robustness analysis. TextFlint enables practitioners to automatically evaluate their models from all aspects or to customize their evaluations as desired with just a few lines of code. To guarantee user acceptability, all the text transformations are linguistically based, and we provide a human evaluation for each one. TextFlint generates complete analytical reports as well as targeted augmented data to address the shortcomings of the model's robustness. To validate TextFlint's utility, we performed large-scale ...
Keyword: Artificial Intelligence cs.AI; Computation and Language cs.CL; FOS Computer and information sciences
URL: https://arxiv.org/abs/2103.11441
https://dx.doi.org/10.48550/arxiv.2103.11441
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2
SpanNER: Named Entity Re-/Recognition as Span Prediction ...
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3
Align Voting Behavior with Public Statements for Legislator Representation Learning ...
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4
fastHan: A BERT-based Multi-Task Toolkit for Chinese NLP ...
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5
{K-Adapter}: {I}nfusing {K}nowledge into {P}re-{T}rained {M}odels with {A}dapters ...
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6
Defense against Synonym Substitution-based Adversarial Attacks via Dirichlet Neighborhood Ensemble ...
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7
Causal Direction of Data Collection Matters: Implications of Causal and Anticausal Learning for NLP
In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (2021)
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8
Classifying Dyads for Militarized Conflict Analysis
In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (2021)
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9
Efficient Sampling of Dependency Structure
In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (2021)
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10
Searching for More Efficient Dynamic Programs
In: Findings of the Association for Computational Linguistics: EMNLP 2021 (2021)
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11
“Let Your Characters Tell Their Story”: A Dataset for Character-Centric Narrative Understanding
In: Findings of the Association for Computational Linguistics: EMNLP 2021 (2021)
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12
A Bayesian Framework for Information-Theoretic Probing
In: Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (2021)
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13
Improving Dialogue State Tracking with Turn-based Loss Function and Sequential Data Augmentation
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14
Come hither or go away? Recognising pre-electoral coalition signals in the news
Rehbein, Ines; Ponzetto, Simone Paolo; Adendorf, Anna. - : Association for Computational Linguistics, 2021
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15
K-Adapter: Infusing Knowledge into Pre-Trained Models with Adapters ...
Wang, Ruize; Tang, Duyu; Duan, Nan. - : arXiv, 2020
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16
FLAT: Chinese NER Using Flat-Lattice Transformer ...
Li, Xiaonan; Yan, Hang; Qiu, Xipeng. - : arXiv, 2020
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17
A Graph-based Model for Joint Chinese Word Segmentation and Dependency Parsing
In: Transactions of the Association for Computational Linguistics, Vol 8, Pp 78-92 (2020) (2020)
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18
Chinese computational linguistics : 18th China National Conference, CCL 2019, Kunming, China, October 18-20, 2019 : proceedings
Liu, Zhiyuan (Herausgeber); Jiang, Heng (Herausgeber); Liu, Yang (Herausgeber). - Cham, Switzerland : Springer, 2019
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19
GlossBERT: BERT for Word Sense Disambiguation with Gloss Knowledge ...
Huang, Luyao; Sun, Chi; Qiu, Xipeng. - : arXiv, 2019
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20
Distantly Supervised Named Entity Recognition using Positive-Unlabeled Learning ...
Peng, Minlong; Xing, Xiaoyu; Zhang, Qi. - : arXiv, 2019
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