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    Home»Development»Machine Learning»Phonetically-Augmented Discriminative Rescoring for Voice Search Error Correction

    Phonetically-Augmented Discriminative Rescoring for Voice Search Error Correction

    June 20, 2025

    End-to-end (E2E) Automatic Speech Recognition (ASR) models are trained using paired audio-text samples that are expensive to obtain, since high-quality ground-truth data requires human annotators. Voice search applications, such as digital media players, leverage ASR to allow users to search by voice as opposed to an on-screen keyboard. However, recent or infrequent movie titles may not be sufficiently represented in the E2E ASR system’s training data, and hence, may suffer poor recognition.
    In this paper, we propose a phonetic correction system that consists of (a) a phonetic search based on…

    Source: Read More 

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    CVE-2025-24331 – Nokia Single RAN Root Privilege Escalation Vulnerability

    July 2, 2025

    CVE ID : CVE-2025-24331

    Published : July 2, 2025, 9:15 a.m. | 27 minutes ago

    Description : The Single RAN baseband OAM service is intended to run as an unprivileged service. However, it initially starts with root privileges and assigns certain capabilities before dropping to an unprivileged level. The capabilities retained from the root period are considered extensive after the privilege drop and, in theory, could potentially allow actions beyond the intended scope of the OAM service. These actions could include gaining root privileges, accessing root-owned files, modifying them as the file owner, and then returning them to root ownership. This issue has been corrected starting from release 24R1-SR 0.2 MP and later.

    Beginning with release 24R1-SR 0.2 MP, the OAM service software capabilities are restricted to the minimum necessary.

    Severity: 0.0 | NA

    Visit the link for more details, such as CVSS details, affected products, timeline, and more…

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