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cs.AI2026
VAmoS Bench: Voice Agent Simulation Bench
Joshua Meyer, Sahar Shayegan, Ritiz Tambi +5
Production voice agents span cascaded, speech-to-speech, and hybrid architectures. Voice-agent benchmarks typically measure component quality and conversational properties such as…
cs.AI2026
POaaS: Minimal-Edit Prompt Optimization as a Service to Lift Accuracy and Cut Hallucinations on On-Device sLLMs
Jungwoo Shim, Dae Won Kim, Sun Wook Kim +4
Small language models (sLLMs) are increasingly deployed on-device, where imperfect user prompts--typos, unclear intent, or missing context--can trigger factual errors and hallucina…