Multilingual Text-to-Image Generation Magnifies Gender Stereotypes and Prompt Engineering May Not Help You

29 January 2024

Papers citing "Multilingual Text-to-Image Generation Magnifies Gender Stereotypes and Prompt Engineering May Not Help You"

47 / 47 papers shown

Title
The Cake that is Intelligence and Who Gets to Bake it: An AI Analogy and its Implications for Participation Martin Mundt Anaelia Ovalle Felix Friedrich A Pranav Subarnaduti Paul Manuel Brack Kristian Kersting William Agnew 510 0 0 05 Feb 2025
MuLan: Adapting Multilingual Diffusion Models for Hundreds of Languages with Negligible Cost Sen Xing Muyan Zhong Zeqiang Lai Liangchen Li Jing Liu Yaohui Wang Jifeng Dai Wenhai Wang 137 2 0 02 Dec 2024
Gemma 2: Improving Open Language Models at a Practical Size Gemma Team Gemma Team Morgane Riviere Shreya Pathak Pier Giuseppe Sessa Cassidy Hardin ... Noah Fiedel Armand Joulin Kathleen Kenealy Robert Dadashi Alek Andreev VLM MoE OSLM 69 772 0 31 Jul 2024
Lost in Translation? Translation Errors and Challenges for Fair Assessment of Text-to-Image Models on Multilingual Concepts Michael Stephen Saxon Yiran Luo Sharon Levy Chitta Baral Yezhou Yang William Y. Wang EGVM 56 3 0 17 Mar 2024
CogView3: Finer and Faster Text-to-Image Generation via Relay Diffusion Wendi Zheng Jiayan Teng Zhuoyi Yang Weihan Wang Jidong Chen Xiaotao Gu Yuxiao Dong Ming Ding Jie Tang DiffM 49 38 0 08 Mar 2024
TIBET: Identifying and Evaluating Biases in Text-to-Image Generative Models Aditya Chinchure Pushkar Shukla Gaurav Bhatt Kiri Salij K. Hosanagar Leonid Sigal Matthew Turk 42 26 0 03 Dec 2023
LEDITS++: Limitless Image Editing using Text-to-Image Models Manuel Brack Felix Friedrich Katharina Kornmeier Linoy Tsaban P. Schramowski Kristian Kersting Apolinário Passos DiffM 64 71 0 28 Nov 2023
Holistic Evaluation of Text-To-Image Models Tony Lee Michihiro Yasunaga Chenlin Meng Yifan Mai Joon Sung Park ... Jun-Yan Zhu Fei-Fei Li Jiajun Wu Stefano Ermon Percy Liang 179 132 0 07 Nov 2023
Improving Diversity of Demographic Representation in Large Language Models via Collective-Critiques and Self-Voting Preethi Lahoti Nicholas Blumm Xiao Ma Raghavendra Kotikalapudi Sahitya Potluri ... Hansa Srinivasan Ben Packer Ahmad Beirami Alex Beutel Jilin Chen 68 30 0 25 Oct 2023
AltDiffusion: A Multilingual Text-to-Image Diffusion Model Fulong Ye Guangyi Liu Xinya Wu Ledell Yu Wu VLM 70 29 0 19 Aug 2023
Llama 2: Open Foundation and Fine-Tuned Chat Models Hugo Touvron Louis Martin Kevin R. Stone Peter Albert Amjad Almahairi ... Sharan Narang Aurelien Rodriguez Robert Stojnic Sergey Edunov Thomas Scialom AI4MH ALM 197 11,636 0 18 Jul 2023
Multilingual Conceptual Coverage in Text-to-Image Models Michael Stephen Saxon William Yang Wang EGVM 57 8 0 02 Jun 2023
Mitigating Inappropriateness in Image Generation: Can there be Value in Reflecting the World's Ugliness? Manuel Brack Felix Friedrich P. Schramowski Kristian Kersting EGVM 21 13 0 28 May 2023
What about em? How Commercial Machine Translation Fails to Handle (Neo-)Pronouns Anne Lauscher Debora Nozza Archie Crowley E. Miltersen Dirk Hovy 59 21 0 25 May 2023
MultiFusion: Fusing Pre-Trained Models for Multi-Lingual, Multi-Modal Image Generation Marco Bellagente Manuel Brack H. Teufel Felix Friedrich Bjorn Deiseroth ... Koen Oostermeijer Andres Felipe Cruz Salinas P. Schramowski Kristian Kersting Samuel Weinbach 61 17 0 24 May 2023
Social Biases through the Text-to-Image Generation Lens Ranjita Naik Besmira Nushi 126 116 0 30 Mar 2023
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 28 51 0 29 Mar 2023
Fair Diffusion: Instructing Text-to-Image Generation Models on Fairness Felix Friedrich Manuel Brack Lukas Struppek Dominik Hintersdorf P. Schramowski Sasha Luccioni Kristian Kersting 62 122 0 07 Feb 2023
Debiasing Vision-Language Models via Biased Prompts Ching-Yao Chuang Varun Jampani Yuanzhen Li Antonio Torralba Stefanie Jegelka VLM 47 101 0 31 Jan 2023
Contrastive Language-Vision AI Models Pretrained on Web-Scraped Multimodal Data Exhibit Sexual Objectification Bias Robert Wolfe Yiwei Yang Billy Howe Aylin Caliskan DiffM 64 53 0 21 Dec 2022
Democratizing Neural Machine Translation with OPUS-MT Jörg Tiedemann Mikko Aulamo Daria Bakshandaeva M. Boggia Stig-Arne Gronroos Tommi Nieminen Alessandro Raganato Yves Scherrer Raúl Vázquez Sami Virpioja 40 31 0 04 Dec 2022
AltCLIP: Altering the Language Encoder in CLIP for Extended Language Capabilities Zhongzhi Chen Guangyi Liu Bo Zhang Fulong Ye Qinghong Yang Ledell Yu Wu VLM 70 88 0 12 Nov 2022
Safe Latent Diffusion: Mitigating Inappropriate Degeneration in Diffusion Models P. Schramowski Manuel Brack Bjorn Deiseroth Kristian Kersting 85 286 0 09 Nov 2022
Easily Accessible Text-to-Image Generation Amplifies Demographic Stereotypes at Large Scale Federico Bianchi Pratyusha Kalluri Esin Durmus Faisal Ladhak Myra Cheng Debora Nozza Tatsunori Hashimoto Dan Jurafsky James Zou Aylin Caliskan DiffM VLM 60 298 0 07 Nov 2022
How well can Text-to-Image Generative Models understand Ethical Natural Language Interventions? Hritik Bansal Da Yin Masoud Monajatipoor Kai-Wei Chang 68 100 0 27 Oct 2022
Towards Robust Blind Face Restoration with Codebook Lookup Transformer Shangchen Zhou Kelvin C. K. Chan Chongyi Li Chen Change Loy CVBM 29 224 0 22 Jun 2022
Photorealistic Text-to-Image Diffusion Models with Deep Language Understanding Chitwan Saharia William Chan Saurabh Saxena Lala Li Jay Whang ... Raphael Gontijo-Lopes Tim Salimans Jonathan Ho David J Fleet Mohammad Norouzi VLM 279 5,904 0 23 May 2022
DALL-Eval: Probing the Reasoning Skills and Social Biases of Text-to-Image Generation Models Jaemin Cho Abhaysinh Zala Joey Tianyi Zhou ViT 149 175 0 08 Feb 2022
High-Resolution Image Synthesis with Latent Diffusion Models Robin Rombach A. Blattmann Dominik Lorenz Patrick Esser Bjorn Ommer 3DV 259 15,081 0 20 Dec 2021
Understanding and Mitigating Annotation Bias in Facial Expression Recognition Yunliang Chen Jungseock Joo CVBM 57 81 0 19 Aug 2021
Evaluating CLIP: Towards Characterization of Broader Capabilities and Downstream Implications Sandhini Agarwal Gretchen Krueger Jack Clark Alec Radford Jong Wook Kim Miles Brundage 42 141 0 05 Aug 2021
CLIPScore: A Reference-free Evaluation Metric for Image Captioning Jack Hessel Ari Holtzman Maxwell Forbes Ronan Le Bras Yejin Choi CLIP 80 1,512 0 18 Apr 2021
Learning Transferable Visual Models From Natural Language Supervision Alec Radford Jong Wook Kim Chris Hallacy Aditya A. Ramesh Gabriel Goh ... Amanda Askell Pamela Mishkin Jack Clark Gretchen Krueger Ilya Sutskever CLIP VLM 671 28,659 0 26 Feb 2021
Unmasking Contextual Stereotypes: Measuring and Mitigating BERT's Gender Bias Marion Bartl Malvina Nissim Albert Gatt 47 125 0 27 Oct 2020
mT5: A massively multilingual pre-trained text-to-text transformer Linting Xue Noah Constant Adam Roberts Mihir Kale Rami Al-Rfou Aditya Siddhant Aditya Barua Colin Raffel 91 2,489 0 22 Oct 2020
Gender Bias in Multilingual Embeddings and Cross-Lingual Transfer Jieyu Zhao Subhabrata Mukherjee Saghar Hosseini Kai-Wei Chang Ahmed Hassan Awadallah 37 88 0 02 May 2020
SimAlign: High Quality Word Alignments without Parallel Training Data using Static and Contextualized Embeddings Masoud Jalili Sabet Philipp Dufter François Yvon Hinrich Schütze 44 233 0 18 Apr 2020
It's All in the Name: Mitigating Gender Bias with Name-Based Counterfactual Data Substitution Rowan Hall Maudslay Hila Gonen Ryan Cotterell Simone Teufel 37 168 0 02 Sep 2019
A Survey on Bias and Fairness in Machine Learning Ninareh Mehrabi Fred Morstatter N. Saxena Kristina Lerman Aram Galstyan SyDa FaML 484 4,308 0 23 Aug 2019
Evaluating Gender Bias in Machine Translation Gabriel Stanovsky Noah A. Smith Luke Zettlemoyer 56 397 0 03 Jun 2019
Massively Multilingual Sentence Embeddings for Zero-Shot Cross-Lingual Transfer and Beyond Mikel Artetxe Holger Schwenk 3DV 103 1,008 0 26 Dec 2018
50 Years of Test (Un)fairness: Lessons for Machine Learning Ben Hutchinson Margaret Mitchell AILaw FaML 40 357 0 25 Nov 2018
FairGAN: Fairness-aware Generative Adversarial Networks Depeng Xu Shuhan Yuan Lu Zhang Xintao Wu GAN 98 311 0 28 May 2018
Gender Bias in Coreference Resolution Rachel Rudinger Jason Naradowsky Brian Leonard Benjamin Van Durme 40 636 0 25 Apr 2018
Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods Jieyu Zhao Tianlu Wang Mark Yatskar Vicente Ordonez Kai-Wei Chang 80 919 0 18 Apr 2018
Semantics derived automatically from language corpora contain human-like biases Aylin Caliskan J. Bryson Arvind Narayanan 130 2,650 0 25 Aug 2016
Man is to Computer Programmer as Woman is to Homemaker? Debiasing Word Embeddings Tolga Bolukbasi Kai-Wei Chang James Zou Venkatesh Saligrama Adam Kalai CVBM FaML 54 3,115 0 21 Jul 2016