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#artificial intelligence Preprint Oct 2026

DuplexLedger: Benchmarking Transactional Memory in Full-Duplex Speech Agents

DuplexLedger is introduced, a bilingual benchmark of 1,094 persistent sessions aligning four full-duplex scenarios with event-level Write/Update/Ignore/Retain supervision, explicit pre/post memory states, and 6,564 same-session questions and checks that motivates selective, auditable full-duplex memory rather than indi...

Yuxuan Li, Xiang-Chen Guan, Kun-Rong Li et al. · 0 citations
#machine learning Open access Oct 2026

The Model Plants the Trigger: Answer-Side Backdoor Attacks in Multi-Turn Large Language Models

Safety alignment in Large Language Models (LLMs) remains vulnerable to backdoor attacks. Existing LLM backdoors are almost all input-centric: activation depends on explicit trigger patterns in the user input, so modern guardrails are built to sanitize the input space. We challenge this assumption with a novel answer-si...

Yi-Bo Zhang, Tian-Rong Guan, Liang Lin et al. · 0 citations

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