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    Home»Development»Machine Learning»Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Input Representations Matter

    Analyzing the Effect of Linguistic Similarity on Cross-Lingual Transfer: Tasks and Input Representations Matter

    June 3, 2025

    Cross-lingual transfer is a popular approach to increase the amount of training data for NLP tasks in a low-resource context. However, the best strategy to decide which cross-lingual data to include is unclear. Prior research often focuses on a small set of languages from a few language families or a single task. It is still an open question how these findings extend to a wider variety of languages and tasks. In this work, we contribute to this question by analyzing cross-lingual transfer for 263 languages from a wide variety of language families. Moreover, we include three popular NLP tasks…

    Source: Read More 

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    CVE-2025-30675 – Apache CloudStack Access Control Bypass Vulnerability

    June 10, 2025

    CVE ID : CVE-2025-30675

    Published : June 11, 2025, 12:15 a.m. | 1 hour, 35 minutes ago

    Description : In Apache CloudStack, a flaw in access control affects the listTemplates and listIsos APIs. A malicious Domain Admin or Resource Admin can exploit this issue by intentionally specifying the ‘domainid’ parameter along with the ‘filter=self’ or ‘filter=selfexecutable’ values. This allows the attacker to gain unauthorized visibility into templates and ISOs under the ROOT domain.

    A malicious admin can enumerate and extract metadata of templates and ISOs that belong to unrelated domains, violating isolation boundaries and potentially exposing sensitive or internal configuration details. 

    This vulnerability has been fixed by ensuring the domain resolution strictly adheres to the caller’s scope rather than defaulting to the ROOT domain.

    Affected users are recommended to upgrade to Apache CloudStack 4.19.3.0 or 4.20.1.0.

    Severity: 4.7 | MEDIUM

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

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