Recent advances in direct speech-to-text translation
Recently, speech-to-text translation has attracted more and more attention and many studies
have emerged rapidly. In this paper, we present a comprehensive survey on direct speech …
have emerged rapidly. In this paper, we present a comprehensive survey on direct speech …
Hi guys or hi folks? benchmarking gender-neutral machine translation with the gente corpus
Gender inequality is embedded in our communication practices and perpetuated in
translation technologies. This becomes particularly apparent when translating into …
translation technologies. This becomes particularly apparent when translating into …
Gate: A challenge set for gender-ambiguous translation examples
S Rarrick, R Naik, V Mathur, S Poudel… - Proceedings of the 2023 …, 2023 - dl.acm.org
Although recent years have brought significant progress in improving translation of
unambiguously gendered sentences, translation of ambiguously gendered input remains …
unambiguously gendered sentences, translation of ambiguously gendered input remains …
Erasure of unaligned attributes from neural representations
Abstract We present the Assignment-Maximization Spectral Attribute removaL (AMSAL)
algorithm, which erases information from neural representations when the information to be …
algorithm, which erases information from neural representations when the information to be …
MT-GenEval: A counterfactual and contextual dataset for evaluating gender accuracy in machine translation
As generic machine translation (MT) quality has improved, the need for targeted
benchmarks that explore fine-grained aspects of quality has increased. In particular, gender …
benchmarks that explore fine-grained aspects of quality has increased. In particular, gender …
[PDF][PDF] Metrics for what, metrics for whom: assessing actionability of bias evaluation metrics in NLP
This paper introduces the concept of actionability in the context of bias measures in natural
language processing (NLP). We define actionability as the degree to which a …
language processing (NLP). We define actionability as the degree to which a …
The``Colonial Impulse" of Natural Language Processing: An Audit of Bengali Sentiment Analysis Tools and Their Identity-based Biases
While colonization has sociohistorically impacted people's identities across various
dimensions, those colonial values and biases continue to be perpetuated by sociotechnical …
dimensions, those colonial values and biases continue to be perpetuated by sociotechnical …
Gender neutralization for an inclusive machine translation: from theoretical foundations to open challenges
Gender inclusivity in language technologies has become a prominent research topic. In this
study, we explore gender-neutral translation (GNT) as a form of gender inclusivity and a goal …
study, we explore gender-neutral translation (GNT) as a form of gender inclusivity and a goal …
A study of gender impact in self-supervised models for speech-to-text systems
Self-supervised models for speech processing emerged recently as popular foundation
blocks in speech processing pipelines. These models are pre-trained on unlabeled audio …
blocks in speech processing pipelines. These models are pre-trained on unlabeled audio …
Toward cultural bias evaluation datasets: The case of Bengali gender, religious, and national identity
Critical studies found NLP systems to bias based on gender and racial identities. However,
few studies focused on identities defined by cultural factors like religion and nationality …
few studies focused on identities defined by cultural factors like religion and nationality …