---
author:
- |
    Jieyu Zhao$^\S$ Tianlu Wang$^\S$ Mark Yatskar$^\ddag$\
    [**Vicente Ordonez$^\S$ Kai-Wei Chang$^\S$**]{}\
    $^\S$University of Virginia\
    {jz4fu, tw8cb, vicente, kc2wc}@virginia.edu\
    $^\ddag$University of Washington\
    my89@cs.washington.edu
bibliography:
- 'emnlp2017.bib'
- 'cited.bib'
- 'ccg.bib'
title: |
    Men Also Like Shopping:\
    Reducing Gender Bias Amplification using Corpus-level Constraints
---

\[1\][&gt;p[\#1]{}]{}

Introduction {#sec:introduction}
============

Related Work {#sec:related_work}
============

Visualizing and Quantifying Biases {#sec:general}
==================================

Calibration Algorithm {#sec:calibration}
=====================

Experimental Setup {#sec:setup}
==================

Bias Analysis {#sec:results_bias}
=============

Calibration Results {#sec:results_calibration}
===================

Conclusion {#sec:conclusion}
==========
