Language (technology) is power: A critical survey of" bias" in nlp
We survey 146 papers analyzing" bias" in NLP systems, finding that their motivations are
often vague, inconsistent, and lacking in normative reasoning, despite the fact that …
often vague, inconsistent, and lacking in normative reasoning, despite the fact that …
A neural entity coreference resolution review
N Stylianou, I Vlahavas - Expert Systems with Applications, 2021 - Elsevier
Abstract Entity Coreference Resolution is the task of resolving all mentions in a document
that refer to the same real world entity and is considered as one of the most difficult tasks in …
that refer to the same real world entity and is considered as one of the most difficult tasks in …
Theories of “gender” in nlp bias research
H Devinney, J Björklund, H Björklund - … of the 2022 ACM conference on …, 2022 - dl.acm.org
The rise of concern around Natural Language Processing (NLP) technologies containing
and perpetuating social biases has led to a rich and rapidly growing area of research …
and perpetuating social biases has led to a rich and rapidly growing area of research …
A comprehensive review on feature set used for anaphora resolution
Abstract In linguistics, the Anaphora Resolution (AR) is the method of identifying the
antecedent for anaphora. In simple terms, this is the problem that helps to solve what the …
antecedent for anaphora. In simple terms, this is the problem that helps to solve what the …
Interpretable bias mitigation for textual data: Reducing genderization in patient notes while maintaining classification performance
Medical systems in general, and patient treatment decisions and outcomes in particular, can
be affected by bias based on gender and other demographic elements. As language models …
be affected by bias based on gender and other demographic elements. As language models …
Gendered ambiguous pronoun (GAP) shared task at the Gender Bias in NLP Workshop 2019
K Webster, MR Costa-Jussà, C Hardmeier… - Proceedings of the …, 2019 - aclanthology.org
The 1st ACL workshop on Gender Bias in Natural Language Processing included a shared
task on gendered ambiguous pronoun (GAP) resolution. This task was based on the …
task on gendered ambiguous pronoun (GAP) resolution. This task was based on the …
Programming with neural surrogates of programs
Surrogates, models that mimic the behavior of programs, form the basis of a variety of
development workflows. We study three surrogate-based design patterns, evaluating each …
development workflows. We study three surrogate-based design patterns, evaluating each …
Bridging the Gap between Decision and Logits in Decision-based Knowledge Distillation for Pre-trained Language Models
Conventional knowledge distillation (KD) methods require access to the internal information
of teachers, eg, logits. However, such information may not always be accessible for large pre …
of teachers, eg, logits. However, such information may not always be accessible for large pre …
Renamer: A Transformer Architecture In-variant to Variable Renaming
Modeling tasks often take inputs from languages including programming languages and
natural language. Many such tasks involve learning functions which are invariant to certain …
natural language. Many such tasks involve learning functions which are invariant to certain …
[图书][B] Gauge against the machine: improving representations within sociotechnical instruments to enrich context and identify biases
JR Minot - 2022 - search.proquest.com
The proliferation of digital data across all areas of society has transformed our ability to
hypothesize, study, and understand social systems. From this richness of data we have seen …
hypothesize, study, and understand social systems. From this richness of data we have seen …