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""" |
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MORPHEUS2020 |
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=============== |
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(It’s Morphin’ Time! Combating Linguistic Discrimination with Inflectional Perturbations) |
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""" |
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from textattack import Attack |
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from textattack.constraints.pre_transformation import ( |
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RepeatModification, |
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StopwordModification, |
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) |
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from textattack.goal_functions import MinimizeBleu |
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from textattack.search_methods import GreedySearch |
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from textattack.transformations import WordSwapInflections |
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from .attack_recipe import AttackRecipe |
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class MorpheusTan2020(AttackRecipe): |
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"""Samson Tan, Shafiq Joty, Min-Yen Kan, Richard Socher. |
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It’s Morphin’ Time! Combating Linguistic Discrimination with Inflectional Perturbations |
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https://www.aclweb.org/anthology/2020.acl-main.263/ |
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""" |
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@staticmethod |
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def build(model_wrapper): |
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goal_function = MinimizeBleu(model_wrapper) |
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transformation = WordSwapInflections() |
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constraints = [RepeatModification(), StopwordModification()] |
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search_method = GreedySearch() |
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return Attack(goal_function, constraints, transformation, search_method) |
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