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Harms of Gender Exclusivity and Challenges in Non-Binary Representation
  in Language Technologies

Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies

27 August 2021
Sunipa Dev
Masoud Monajatipoor
Anaelia Ovalle
Arjun Subramonian
J. M. Phillips
Kai-Wei Chang
ArXivPDFHTML

Papers citing "Harms of Gender Exclusivity and Challenges in Non-Binary Representation in Language Technologies"

46 / 96 papers shown
Title
What about em? How Commercial Machine Translation Fails to Handle
  (Neo-)Pronouns
What about em? How Commercial Machine Translation Fails to Handle (Neo-)Pronouns
Anne Lauscher
Debora Nozza
Archie Crowley
E. Miltersen
Dirk Hovy
26
21
0
25 May 2023
Gender Biases in Automatic Evaluation Metrics for Image Captioning
Gender Biases in Automatic Evaluation Metrics for Image Captioning
Haoyi Qiu
Zi-Yi Dou
Tianlu Wang
Asli Celikyilmaz
Nanyun Peng
EGVM
26
14
0
24 May 2023
This Prompt is Measuring <MASK>: Evaluating Bias Evaluation in Language
  Models
This Prompt is Measuring <MASK>: Evaluating Bias Evaluation in Language Models
Seraphina Goldfarb-Tarrant
Eddie L. Ungless
Esma Balkir
Su Lin Blodgett
43
9
0
22 May 2023
Exploiting Biased Models to De-bias Text: A Gender-Fair Rewriting Model
Exploiting Biased Models to De-bias Text: A Gender-Fair Rewriting Model
Chantal Amrhein
Florian Schottmann
Rico Sennrich
Samuel Laubli
30
17
0
18 May 2023
PaLM 2 Technical Report
PaLM 2 Technical Report
Rohan Anil
Andrew M. Dai
Orhan Firat
Melvin Johnson
Dmitry Lepikhin
...
Ce Zheng
Wei Zhou
Denny Zhou
Slav Petrov
Yonghui Wu
ReLM
LRM
128
1,152
0
17 May 2023
"I'm fully who I am": Towards Centering Transgender and Non-Binary
  Voices to Measure Biases in Open Language Generation
"I'm fully who I am": Towards Centering Transgender and Non-Binary Voices to Measure Biases in Open Language Generation
Anaelia Ovalle
Palash Goyal
Jwala Dhamala
Zachary Jaggers
Kai-Wei Chang
Aram Galstyan
R. Zemel
Rahul Gupta
25
61
0
17 May 2023
It Takes Two to Tango: Navigating Conceptualizations of NLP Tasks and
  Measurements of Performance
It Takes Two to Tango: Navigating Conceptualizations of NLP Tasks and Measurements of Performance
Arjun Subramonian
Xingdi Yuan
Hal Daumé
Su Lin Blodgett
52
17
0
15 May 2023
Transcending the "Male Code": Implicit Masculine Biases in NLP Contexts
Transcending the "Male Code": Implicit Masculine Biases in NLP Contexts
Katie Seaborn
Shruti Chandra
Thibault Fabre
23
11
0
22 Apr 2023
HRS-Bench: Holistic, Reliable and Scalable Benchmark for Text-to-Image
  Models
HRS-Bench: Holistic, Reliable and Scalable Benchmark for Text-to-Image Models
Eslam Mohamed Bakr
Pengzhan Sun
Xiaoqian Shen
Faizan Farooq Khan
Li Erran Li
Mohamed Elhoseiny
VLM
24
76
0
11 Apr 2023
Queer In AI: A Case Study in Community-Led Participatory AI
Queer In AI: A Case Study in Community-Led Participatory AI
AI OrganizersOfQueerin
:
Anaelia Ovalle
Arjun Subramonian
Ashwin Singh
...
Evyn Dǒng
Jackie Kay
Manu Saraswat
Nikhil Vytla
Luke Stark
19
47
0
29 Mar 2023
Language Model Behavior: A Comprehensive Survey
Language Model Behavior: A Comprehensive Survey
Tyler A. Chang
Benjamin Bergen
VLM
LRM
LM&MA
27
103
0
20 Mar 2023
In-Depth Look at Word Filling Societal Bias Measures
In-Depth Look at Word Filling Societal Bias Measures
Matúš Pikuliak
Ivana Benová
Viktor Bachratý
29
9
0
24 Feb 2023
Fairness in Language Models Beyond English: Gaps and Challenges
Fairness in Language Models Beyond English: Gaps and Challenges
Krithika Ramesh
Sunayana Sitaram
Monojit Choudhury
32
23
0
24 Feb 2023
STAIR: Learning Sparse Text and Image Representation in Grounded Tokens
STAIR: Learning Sparse Text and Image Representation in Grounded Tokens
Chen Chen
Bowen Zhang
Liangliang Cao
Jiguang Shen
Tom Gunter
Albin Madappally Jose
Alexander Toshev
Jonathon Shlens
Ruoming Pang
Yinfei Yang
VLM
3DV
25
14
0
30 Jan 2023
How Far Can It Go?: On Intrinsic Gender Bias Mitigation for Text
  Classification
How Far Can It Go?: On Intrinsic Gender Bias Mitigation for Text Classification
E. Tokpo
Pieter Delobelle
Bettina Berendt
T. Calders
43
7
0
30 Jan 2023
Gender Neutralization for an Inclusive Machine Translation: from
  Theoretical Foundations to Open Challenges
Gender Neutralization for an Inclusive Machine Translation: from Theoretical Foundations to Open Challenges
Andrea Piergentili
Dennis Fucci
Beatrice Savoldi
L. Bentivogli
Matteo Negri
AI4CE
43
17
0
24 Jan 2023
Better Hit the Nail on the Head than Beat around the Bush: Removing
  Protected Attributes with a Single Projection
Better Hit the Nail on the Head than Beat around the Bush: Removing Protected Attributes with a Single Projection
P. Haghighatkhah
Antske Fokkens
Pia Sommerauer
Bettina Speckmann
Kevin Verbeek
32
10
0
08 Dec 2022
Undesirable Biases in NLP: Addressing Challenges of Measurement
Undesirable Biases in NLP: Addressing Challenges of Measurement
Oskar van der Wal
Dominik Bachmann
Alina Leidinger
L. Maanen
Willem H. Zuidema
K. Schulz
30
6
0
24 Nov 2022
Bridging Fairness and Environmental Sustainability in Natural Language
  Processing
Bridging Fairness and Environmental Sustainability in Natural Language Processing
Marius Hessenthaler
Emma Strubell
Dirk Hovy
Anne Lauscher
29
8
0
08 Nov 2022
How well can Text-to-Image Generative Models understand Ethical Natural
  Language Interventions?
How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions?
Hritik Bansal
Da Yin
Masoud Monajatipoor
Kai-Wei Chang
50
99
0
27 Oct 2022
Do Vision-and-Language Transformers Learn Grounded Predicate-Noun
  Dependencies?
Do Vision-and-Language Transformers Learn Grounded Predicate-Noun Dependencies?
Mitja Nikolaus
Emmanuelle Salin
Stéphane Ayache
Abdellah Fourtassi
Benoit Favre
19
14
0
21 Oct 2022
Choose Your Lenses: Flaws in Gender Bias Evaluation
Choose Your Lenses: Flaws in Gender Bias Evaluation
Hadas Orgad
Yonatan Belinkov
27
35
0
20 Oct 2022
Scaling Instruction-Finetuned Language Models
Scaling Instruction-Finetuned Language Models
Hyung Won Chung
Le Hou
Shayne Longpre
Barret Zoph
Yi Tay
...
Jacob Devlin
Adam Roberts
Denny Zhou
Quoc V. Le
Jason W. Wei
ReLM
LRM
103
3,012
0
20 Oct 2022
The Tail Wagging the Dog: Dataset Construction Biases of Social Bias
  Benchmarks
The Tail Wagging the Dog: Dataset Construction Biases of Social Bias Benchmarks
Nikil Selvam
Sunipa Dev
Daniel Khashabi
Tushar Khot
Kai-Wei Chang
ALM
24
25
0
18 Oct 2022
Systematic Evaluation of Predictive Fairness
Systematic Evaluation of Predictive Fairness
Xudong Han
Aili Shen
Trevor Cohn
Timothy Baldwin
Lea Frermann
32
7
0
17 Oct 2022
Can Demographic Factors Improve Text Classification? Revisiting
  Demographic Adaptation in the Age of Transformers
Can Demographic Factors Improve Text Classification? Revisiting Demographic Adaptation in the Age of Transformers
Chia-Chien Hung
Anne Lauscher
Dirk Hovy
Simone Paolo Ponzetto
Goran Glavavs
VLM
AI4CE
38
14
0
13 Oct 2022
Back to the Future: On Potential Histories in NLP
Back to the Future: On Potential Histories in NLP
Zeerak Talat
Anne Lauscher
AI4TS
30
4
0
12 Oct 2022
Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm
  Reduction
Sociotechnical Harms of Algorithmic Systems: Scoping a Taxonomy for Harm Reduction
Renee Shelby
Shalaleh Rismani
Kathryn Henne
AJung Moon
Negar Rostamzadeh
...
N'Mah Yilla-Akbari
Jess Gallegos
A. Smart
Emilio Garcia
Gurleen Virk
45
188
0
11 Oct 2022
Debiasing isn't enough! -- On the Effectiveness of Debiasing MLMs and
  their Social Biases in Downstream Tasks
Debiasing isn't enough! -- On the Effectiveness of Debiasing MLMs and their Social Biases in Downstream Tasks
Masahiro Kaneko
Danushka Bollegala
Naoaki Okazaki
28
41
0
06 Oct 2022
GLM-130B: An Open Bilingual Pre-trained Model
GLM-130B: An Open Bilingual Pre-trained Model
Aohan Zeng
Xiao Liu
Zhengxiao Du
Zihan Wang
Hanyu Lai
...
Jidong Zhai
Wenguang Chen
Peng Zhang
Yuxiao Dong
Jie Tang
BDL
LRM
273
1,077
0
05 Oct 2022
On the Limitations of Sociodemographic Adaptation with Transformers
On the Limitations of Sociodemographic Adaptation with Transformers
Chia-Chien Hung
Anne Lauscher
Dirk Hovy
Simone Paolo Ponzetto
Goran Glavavs
32
0
0
01 Aug 2022
Gender Bias in Word Embeddings: A Comprehensive Analysis of Frequency,
  Syntax, and Semantics
Gender Bias in Word Embeddings: A Comprehensive Analysis of Frequency, Syntax, and Semantics
Aylin Caliskan
Pimparkar Parth Ajay
Tessa E. S. Charlesworth
Robert Wolfe
M. Banaji
CVBM
FaML
35
50
0
07 Jun 2022
Controllable Text Generation with Neurally-Decomposed Oracle
Controllable Text Generation with Neurally-Decomposed Oracle
Tao Meng
Sidi Lu
Nanyun Peng
Kai-Wei Chang
BDL
41
35
0
27 May 2022
GeoMLAMA: Geo-Diverse Commonsense Probing on Multilingual Pre-Trained
  Language Models
GeoMLAMA: Geo-Diverse Commonsense Probing on Multilingual Pre-Trained Language Models
Da Yin
Hritik Bansal
Masoud Monajatipoor
Liunian Harold Li
Kai-Wei Chang
49
28
0
24 May 2022
Conditional Supervised Contrastive Learning for Fair Text Classification
Conditional Supervised Contrastive Learning for Fair Text Classification
Jianfeng Chi
Will Shand
Yaodong Yu
Kai-Wei Chang
Han Zhao
Yuan Tian
FaML
49
14
0
23 May 2022
Gender Bias in Meta-Embeddings
Gender Bias in Meta-Embeddings
Masahiro Kaneko
Danushka Bollegala
Naoaki Okazaki
36
6
0
19 May 2022
Theories of "Gender" in NLP Bias Research
Theories of "Gender" in NLP Bias Research
Hannah Devinney
Jenny Björklund
H. Björklund
AI4CE
20
66
0
05 May 2022
How Conservative are Language Models? Adapting to the Introduction of
  Gender-Neutral Pronouns
How Conservative are Language Models? Adapting to the Introduction of Gender-Neutral Pronouns
Stephanie Brandl
Ruixiang Cui
Anders Søgaard
27
20
0
11 Apr 2022
Fair and Argumentative Language Modeling for Computational Argumentation
Fair and Argumentative Language Modeling for Computational Argumentation
Carolin Holtermann
Anne Lauscher
Simone Paolo Ponzetto
24
21
0
08 Apr 2022
PaLM: Scaling Language Modeling with Pathways
PaLM: Scaling Language Modeling with Pathways
Aakanksha Chowdhery
Sharan Narang
Jacob Devlin
Maarten Bosma
Gaurav Mishra
...
Kathy Meier-Hellstern
Douglas Eck
J. Dean
Slav Petrov
Noah Fiedel
PILM
LRM
130
6,035
0
05 Apr 2022
Mitigating Gender Bias in Distilled Language Models via Counterfactual
  Role Reversal
Mitigating Gender Bias in Distilled Language Models via Counterfactual Role Reversal
Umang Gupta
Jwala Dhamala
Varun Kumar
Apurv Verma
Yada Pruksachatkun
Satyapriya Krishna
Rahul Gupta
Kai-Wei Chang
Greg Ver Steeg
Aram Galstyan
21
49
0
23 Mar 2022
Handling Bias in Toxic Speech Detection: A Survey
Handling Bias in Toxic Speech Detection: A Survey
Tanmay Garg
Sarah Masud
Tharun Suresh
Tanmoy Chakraborty
17
91
0
26 Jan 2022
Text Style Transfer for Bias Mitigation using Masked Language Modeling
Text Style Transfer for Bias Mitigation using Masked Language Modeling
E. Tokpo
T. Calders
24
30
0
21 Jan 2022
MERLOT Reserve: Neural Script Knowledge through Vision and Language and
  Sound
MERLOT Reserve: Neural Script Knowledge through Vision and Language and Sound
Rowan Zellers
Jiasen Lu
Ximing Lu
Youngjae Yu
Yanpeng Zhao
Mohammadreza Salehi
Aditya Kusupati
Jack Hessel
Ali Farhadi
Yejin Choi
48
207
0
07 Jan 2022
DS-TOD: Efficient Domain Specialization for Task Oriented Dialog
DS-TOD: Efficient Domain Specialization for Task Oriented Dialog
Chia-Chien Hung
Anne Lauscher
Simone Paolo Ponzetto
Goran Glavas
36
31
0
15 Oct 2021
On Measures of Biases and Harms in NLP
On Measures of Biases and Harms in NLP
Sunipa Dev
Emily Sheng
Jieyu Zhao
Aubrie Amstutz
Jiao Sun
...
M. Sanseverino
Jiin Kim
Akihiro Nishi
Nanyun Peng
Kai-Wei Chang
31
80
0
07 Aug 2021
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