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1
Mitigating Bias in Session-based Cyberbullying Detection: A Non-Compromising Approach ...
Abstract: Read paper: https://www.aclanthology.org/2021.acl-long.168 Abstract: The element of repetition in cyberbullying behavior has directed recent computational studies toward detecting cyberbullying based on a social media session. In contrast to a single text, a session may consist of an initial post and an associated sequence of comments. Yet, emerging efforts to enhance the performance of session-based cyberbullying detection have largely overlooked unintended social biases in existing cyberbullying datasets. For example, a session containing certain demographic-identity terms (e.g., "gay" or "black") is more likely to be classified as an instance of cyberbullying. In this paper, we first show evidence of such bias in models trained on sessions collected from different social media platforms (e.g., Instagram). We then propose a context-aware and model-agnostic debiasing strategy that leverages a reinforcement learning technique, without requiring any extra resources or annotations apart from a pre-defined set ...
Keyword: Computational Linguistics; Condensed Matter Physics; Deep Learning; Electromagnetism; FOS Physical sciences; Information and Knowledge Engineering; Neural Network; Semantics
URL: https://underline.io/lecture/25488-mitigating-bias-in-session-based-cyberbullying-detection-a-non-compromising-approach
https://dx.doi.org/10.48448/jcse-7k89
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2
Recruiting ENT and Audiology Patients into Pharmaceutical Trials: Evaluating the Multi-centre Experience in the UK and USA
In: Communication Sciences and Disorders Faculty Publications (2018)
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3
A good practice guide for translating and adapting hearing-related questionnaires for different languages and cultures
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4
A good practice guide for translating and adapting hearing-related questionnaires for use in different languages and cultures: Preferred reporting items with explanations and examples ...
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5
Pitch coding and pitch processing in the human brain
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6
Evaluation of the acoustic coordinated reset (CR (R)) neuromodulation therapy for tinnitus : study protocol for a double-blind randomized placebo-controlled trial
Hoare, Derek J; Pierzycki, Robert H; Thomas, Holly. - : Biomed Central, 2013
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7
A Controlled Approach to the Emotional Dilution of the Stroop Effect
Fackrell, Kathryn; Edmondson-Jones, Mark; Hall, Deborah A.. - : Public Library of Science, 2013
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8
Human auditory cortical responses to pitch and to pitch strength
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9
Examining a supramodal network for conflict processing: a systematic review and novel functional magnetic resonance imaging data for related visual and auditory Stroop tasks
In: Journal of cognitive neuroscience. - Cambridge, Mass. : MIT Press Journals 20 (2008) 6, 1063-1078
BLLDB
OLC Linguistik
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10
Speech perception in MRI scanner noise by persons with aphasia
In: Journal of speech, language, and hearing research. - Rockville, Md. : American Speech-Language-Hearing Association 50 (2007) 2, 323-334
BLLDB
OLC Linguistik
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11
Speech Perception in MRI Scanner Noise by Persons With Aphasia
In: Communication Sciences and Disorders Scholarship (2007)
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12
Sensitivity to spectral and temporal properties of sound in human non-primary auditory cortex
In: The auditory cortex (Mahwah, 2005), p. 51-76
MPI für Psycholinguistik
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13
Reading fluent speech from talking faces : typical brain networks and individual differences
In: Journal of cognitive neuroscience. - Cambridge, Mass. : MIT Press Journals 17 (2005) 6, 939-953
BLLDB
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14
Reading Fluent Speech from Talking Faces: Typical Brain Networks and Individual Differences
In: Journal of cognitive neuroscience. - Cambridge, Mass. : MIT Press Journals 17 (2005) 6, 939-953
OLC Linguistik
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15
Relationships between human auditory cortical structure and function
In: Audiology & neuro-otology. - Basel ; Freiburg [u.a.] : Karger 8 (2003) 1, 1-18
BLLDB
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16
Word meaning deafness : spelling words that are not understood
In: Cognitive neuropsychology. - Abingdon : Routledge, Taylor & Francis Group 14 (1997) 8, 1131-1164
BLLDB
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17
Word Meaning Deafness: Spelling Words That Are Not Understood
In: Cognitive neuropsychology. - Abingdon : Routledge, Taylor & Francis Group 14 (1997) 8, 1131-1164
OLC Linguistik
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18
Surgical-prosthetic voice restoration : timing of puncture and radiation
In: Folia phoniatrica. - Basel [u.a.] : Karger 43 (1991) 5, 209-214
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19
Using Folklore to Teach English as a Second Language
In: Masters Theses & Specialist Projects (1983)
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