Too Good to Be True: A Study on Modern Automatic Speech Recognition for the Evaluation of Speech Enhancement
Danilo de Oliveira, Tal Peer, Timo Gerkmann
https://arxiv.org/abs/2605.12107 https://arxiv.org/pdf/2605.12107 https://arxiv.org/html/2605.12107
arXiv:2605.12107v1 Announce Type: new
Abstract: Speech enhancement (SE) systems are typically evaluated using a variety of instrumental metrics. The use of automatic speech recognition (ASR) systems to evaluate SE performance is common in literature, usually in terms of word error rate (WER). However, WER scores depend heavily on the choice of ASR system and text normalization pipeline. In this paper, we investigate how modern ASR models correlate with human recognition of enhanced speech. A listening experiment reveals that modern ASR models with large-scale noisy training and embedded language models correlate more with human WER than simpler ones, with a transducer model providing the most reliable transcriptions. Nevertheless, we also show that these models' robustness to noise and use of context can be uninformative to an acoustics-focused evaluation of enhancement performance.
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#GitHub disabled 73 #Microsoft repositories across four of its GitHub organizations — the entire #Azure Functions org, the whole
#StuartAdams, who has been in the news several times for corruption like his Qatar junket and changing the law to protect his statutory rapist relative, is yet again in the news for corruption.
#utpol #Utah
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RE: https://flipboard.com/@theeconomist/leaders-g74q8sgvz/-/a-Pi2jMVORQnKek1GT_IkLYA:a:3199507-/0
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NFL news roundup: Niners, Mac Jones agree to revised 2026 contract that adds $300K roster bonus https://www.nfl.com/news/nfl-news-roundup-latest-league-updates-from-wednesday-may-27
The US Congress has passed a 45-day extension of a law that grants US intelligence agencies warrantless spying powers.
Bitter infighting over section 702 of the Foreign Intelligence Surveillance Act in the Republican wing of Congress has repeatedly tanked conservative leaders’ plans to renew the controversial surveillance law for multiple years.
The deadlock continued on Thursday, as the Republican House speaker Mike Johnson refused to include key reforms pushed by hardliners in …
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Turkiye has revoked the operational licence for a top private university with liberal values,
effectively forcing it to close in the middle of the academic year,
after the institution was seized by the state in a criminal investigation last year.
In a presidential decree, published in the Official Gazette on Friday, President Recep Tayyip Erdogan revoked the operating licence for Istanbul Bilgi University,
which has an estimated 20,000 students from Turkiye and acr…