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Tuesday, 7 October 2025

​​Speech-to-Retrieval (S2R): A new approach to voice search

Google Research 10 months ago 18

Google developed Speech-to-Retrieval (S2R), a system that maps spoken queries directly to relevant documents without converting speech to text first, avoiding transcription errors that plague traditional voice search. The S2R model uses a dual-encoder architecture with an audio encoder and document encoder trained on paired audio queries and documents, and Google evaluated it on the Simple Voice Questions dataset across 17 languages and 26 locales. The S2R system significantly outperforms traditional cascade speech-recognition-based models and is now serving users in multiple languages, with Google open-sourcing the SVQ dataset to advance the research field.

Disrupting malicious uses of AI: October 2025

OpenAI 10 months ago 7

OpenAI released an October 2025 report on its efforts to detect and disrupt malicious AI uses, including policy enforcement and protection against real-world harms. The report provides specific examples of blocked misuse cases and details OpenAI's detection methods, though exact numbers of incidents are not disclosed in this summary. Organizations using OpenAI's systems now face stricter monitoring and enforcement of acceptable-use policies to reduce risks from malicious applications.

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