Racial Bias Trends in the Text of US Legal Opinions

07/04/2023
by   Rohan Jinturkar, et al.
0

Although there is widespread recognition of racial bias in US law, it is unclear how such bias appears in the language of law, namely judicial opinions, and whether it varies across time period or region. Building upon approaches for measuring implicit racial bias in large-scale corpora, we approximate GloVe word embeddings for over 6 million US federal and state court cases from 1860 to 2009. We find strong evidence of racial bias across nearly all regions and time periods, as traditionally Black names are more closely associated with pre-classified "unpleasant" terms whereas traditionally White names are more closely associated with pre-classified "pleasant" terms. We also test whether legal opinions before 1950 exhibit more implicit racial bias than those after 1950, as well as whether opinions from Southern states exhibit less change in racial bias than those from Northeastern states. We do not find evidence of elevated bias in legal opinions before 1950, or evidence that legal opinions from Northeastern states show greater change in racial bias over time compared to Southern states. These results motivate further research into institutionalized racial bias.

READ FULL TEXT

page 1

page 2

page 3

page 4

research
04/14/2021

[RE] Double-Hard Debias: Tailoring Word Embeddings for Gender Bias Mitigation

Despite widespread use in natural language processing (NLP) tasks, word ...
research
03/24/2022

Gender and Racial Stereotype Detection in Legal Opinion Word Embeddings

Studies have shown that some Natural Language Processing (NLP) systems e...
research
05/15/2023

Legal Extractive Summarization of U.S. Court Opinions

This paper tackles the task of legal extractive summarization using a da...
research
06/01/2023

Towards Argument-Aware Abstractive Summarization of Long Legal Opinions with Summary Reranking

We propose a simple approach for the abstractive summarization of long l...
research
05/24/2023

CuRIAM: Corpus re Interpretation and Metalanguage in U.S. Supreme Court Opinions

Most judicial decisions involve the interpretation of legal texts; as su...
research
08/23/2021

VerbCL: A Dataset of Verbatim Quotes for Highlight Extraction in Case Law

Citing legal opinions is a key part of legal argumentation, an expert ta...
research
12/11/2014

Certifying and removing disparate impact

What does it mean for an algorithm to be biased? In U.S. law, unintentio...

Please sign up or login with your details

Forgot password? Click here to reset