Measuring Machine Learning Harms from Stereotypes Requires Understanding Who Is Harmed by Which Errors in What Ways

Measuring Machine Learning Harms from Stereotypes Requires Understanding Who Is Harmed by Which Errors in What Ways

6 February 2024

Su Lin Blodgett

Papers citing "Measuring Machine Learning Harms from Stereotypes Requires Understanding Who Is Harmed by Which Errors in What Ways"

11 / 11 papers shown

Title
"Kelly is a Warm Person, Joseph is a Role Model": Gender Biases in LLM-Generated Reference Letters Yixin Wan George Pu Jiao Sun Aparna Garimella Kai-Wei Chang Nanyun Peng 84 186 0 13 Oct 2023
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 98 309 0 07 Nov 2022
Out of One, Many: Using Language Models to Simulate Human Samples Lisa P. Argyle Ethan C. Busby Nancy Fulda Joshua R Gubler Christopher Rytting David Wingate SyDa 79 589 0 14 Sep 2022
Theory-Grounded Measurement of U.S. Social Stereotypes in English Language Models Yang Trista Cao Anna Sotnikova Hal Daumé Rachel Rudinger L. Zou 47 50 0 23 Jun 2022
Understanding and Evaluating Racial Biases in Image Captioning Dora Zhao Angelina Wang Olga Russakovsky 54 138 0 16 Jun 2021
Null It Out: Guarding Protected Attributes by Iterative Nullspace Projection Shauli Ravfogel Yanai Elazar Hila Gonen Michael Twiton Yoav Goldberg 124 381 0 16 Apr 2020
On Measuring and Mitigating Biased Inferences of Word Embeddings Sunipa Dev Tao Li J. M. Phillips Vivek Srikumar 74 172 0 25 Aug 2019
Good Secretaries, Bad Truck Drivers? Occupational Gender Stereotypes in Sentiment Analysis J. Bhaskaran Isha Bhallamudi 56 47 0 24 Jun 2019
Word Embeddings Quantify 100 Years of Gender and Ethnic Stereotypes Nikhil Garg L. Schiebinger Dan Jurafsky James Zou AI4TS 69 960 0 22 Nov 2017
Grad-CAM: Visual Explanations from Deep Networks via Gradient-based Localization Ramprasaath R. Selvaraju Michael Cogswell Abhishek Das Ramakrishna Vedantam Devi Parikh Dhruv Batra FAtt 277 19,981 0 07 Oct 2016
Microsoft COCO: Common Objects in Context Nayeon Lee Michael Maire Serge J. Belongie Lubomir Bourdev Ross B. Girshick James Hays Pietro Perona Deva Ramanan C. L. Zitnick Piotr Dollár ObjD 398 43,619 0 01 May 2014

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