VoxMem: Benchmarking Multimodal Memory in Large Audio Language Models
VoxMem finds no large audio language model exceeds 40% memory accuracy at 32K across 177 hours of speech.
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Stories tagged #lalm
To Trust or Not to Trust: Retrieval-Augmented Fact Checking in Speech
VeriSpeak tests whether audio language models can verify 3,879 spoken claims, with retrieval plus reasoning reaching 86.1%.
AEGIS: Audio Endogenous Guarding via Internal Signals Against Large Audio-Language Model Jailbreaks
AEGIS uses mid-layer risk signals to cut audio-model jailbreak unsafe rates from 17.9% to 0.4%.