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Role-guided Speaker Deletion Verification in Clinical Psychiatry Speech Recordings with Audio Language Models

arXiv cs.LG ↗ · 2026-10-02 Cached

Icahn School of Medicine at Mount Sinai researchers evaluate four open-weight audio-language models on verifying whether a targeted speaker (clinician or patient) was fully removed from 48 dyadic psychiatry recordings, finding that a disjunctive OR ensemble over fourteen model-view configurations achieves F1 of 0.478 driven by recall gains.

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#data-redaction

Arcjet

Product Hunt ↗ · 2026-09-15 Cached

Arcjet is a runtime security platform designed to protect AI agents by detecting threats like prompt injection, authorizing tool calls, redacting sensitive data, and blocking bots and abuse in real-time.

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#data-redaction

@vintcessun: A pure Go LLM privacy gateway that redacts PII/secrets in milliseconds—already in production. Two-layer detection: structured PII via regex (email, phone, ID, bank card), secrets/credentials via gitleaks rules plus Shannan entropy as fallback. Key design: no NER (avoids latency), only irreversible redaction; Go's native regexp is RE2, linear time with no backtracking risk.

X AI KOLs Timeline ↗ · 2026-06-21 Cached

Introduces a pure Go LLM privacy gateway that uses two-layer detection (regex and gitleaks rules) to redact PII and secrets in milliseconds without additional models/GPU, already in production.

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#data-redaction

@LangChain: Before LangSmith LLM Gateway: An agent processes a request that includes a SSN. It now sits in LLM provider logs, in tr…

X AI KOLs Following ↗ · 2026-05-28 Cached

LangChain announces that LangSmith LLM Gateway can redact sensitive data like SSNs from requests before they reach LLM providers or logs, enhancing privacy and security.

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