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auditable-ai

topic2 events
papersSEP 10 04:00 UTC

Auditable Evidence-Based Decisions Improve Speech Deepfake Detection, arXiv Paper Finds

A new research paper notes that most voice-clone detectors output only a single confidence score per audio clip, leaving their verdicts difficult to inspect or trust. The authors propose moving from raw scores to decisions supported by auditable evidence, and report that this evidence-oriented design can also boost detection performance. The work targets speech deepfakes that convincingly imitate real speakers' voices.

deepfakes/speech/explainability/safety
papersSEP 10 04:00 UTC

Auditable Emergency Triage for Maternal and Newborn Care in India

A new arXiv paper from the nonprofit Noora Health describes an auditable system for prioritizing urgent cases among the 50,000-plus medical questions its nurses handle monthly via a WhatsApp support service for caregivers of mothers and newborns in India. The goal is to reliably identify which conversations call for immediate in-person care, with an emphasis on decisions that can be reviewed after the fact. The work appears in cs.CL and is cross-listed under cs.AI.

healthcare/triage/india/nlp