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Chinese Word Segmentation with Heterogeneous Graph Neural Network ...
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The Correlation Between Internet Addiction and Interpersonal Relationship Among Teenagers and College Students Based on Pearson's Correlation Coefficient: A Systematic Review and Meta-Analysis
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In: Front Psychiatry (2022)
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A Novel Interval-Valued q-Rung Dual Hesitant Linguistic Multi-Attribute Decision-Making Method Based on Linguistic Scale Functions and Power Hamy Mean
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In: Entropy (Basel) (2022)
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As Easy as 1, 2, 3: Behavioural Testing of NMT Systems for Numerical Translation ...
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Putting words into the system's mouth: A targeted attack on neural machine translation using monolingual data poisoning ...
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Abstract:
Read paper: https://www.aclanthology.org/2021.findings-acl.127 Abstract: Neural machine translation systems are known to be vulnerable to adversarial test inputs, however, as we show in this paper, these systems are also vulnerable to training attacks. Specifically, we propose a poisoning attack in which a malicious adversary inserts a small poisoned sample of monolingual text into the training set of a system trained using back-translation. This sample is designed to induce a specific, targeted translation behaviour, such as peddling misinformation. We present two methods for crafting poisoned examples, and show that only a tiny handful of instances, amounting to only 0.02% of the training set, is sufficient to enact a successful attack. We outline a defence method against said attacks, which partly ameliorates the problem. However, we stress that this is a blind-spot in modern NMT, demanding immediate attention. ...
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Keyword:
Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
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URL: https://dx.doi.org/10.48448/9mfk-s944 https://underline.io/lecture/26218-putting-words-into-the-system's-mouth-a-targeted-attack-on-neural-machine-translation-using-monolingual-data-poisoning
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A General Framework for Learning Prosodic-Enhanced Representation of Rap Lyrics ...
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Word Distance Affects Subjective Temporal Distance
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In: Front Psychol (2021)
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Proactive Personality Measurement Using Item Response Theory and Social Media Text Mining
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In: Front Psychol (2021)
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Impaired Interhemispheric Synchrony in Bronchial Asthma
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In: Int J Gen Med (2021)
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Two Distinct Clinical Phenotypes of Bulbar Motor Impairment in Amyotrophic Lateral Sclerosis
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In: Front Neurol (2021)
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Multiple attribute group decision-making based on interval-valued q-rung orthopair uncertain linguistic power Muirhead mean operators and linguistic scale functions
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In: PLoS One (2021)
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A neurophysiological model of speech production deficits in fragile X syndrome.
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In: Brain communications, vol 2, iss 1 (2020)
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Archives of Control Sciences ... : A novel multiple attribute decision making method based on q-rung dual hesitant uncertain linguistic sets and Muirhead mean ...
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Measuring correlation-to-causation exaggeration in press releases ...
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Use of profession-role exchange in an interprofessional student team-based community health service-learning experience
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In: BMC Med Educ (2020)
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Decoding Imagined and Spoken Phrases From Non-invasive Neural (MEG) Signals
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A longitudinal study of infants' early speech production and later letter identification
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A neurophysiological model of speech production deficits in fragile X syndrome
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In: Brain Commun (2019)
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Archives of Control Sciences ... : Some q-rung orthopair linguistic Heronian mean operators with their application to multi-attribute group decision making ...
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