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Italiano(IT) Inquesto Score: A reliability Protocol For Voice Agents

New protocols aim to standardize voice agent evaluation · 2 sources tracked

Two new research papers propose standardized protocols for evaluating real-time voice agents. The first paper, "Evaluating Real-Time Voice Agents: From Component Quality to Grounded Outcomes," introduces the TRG (Timing-Recovery-Grounded) standard, which measures an agent by its timing, post-disruption recovery, and state-verified outcomes, emphasizing a shift from component quality to grounded results. The second paper, "Inquesto Score: A reliability Protocol For Voice Agents," presents the Inquesto Score (IS), a protocol focused on measuring voice-agent reliability as the percentage of calls that achieve the caller's goal without functional failure, highlighting the need for evidence beyond transcripts and explicit treatment of deployment conditions. AI

IMPACT Standardized evaluation protocols are crucial for advancing the reliability and deployment of voice agents in real-world applications.

RANK_REASON Two academic papers proposing new evaluation protocols for voice agents.

Read on arXiv cs.AI →

AI-generated summary · Google Gemini · from 2 sources. How we write summaries →

New protocols aim to standardize voice agent evaluation · 2 sources tracked

COVERAGE [2]

  1. arXiv cs.AI TIER_1 English(EN) · Shivam Negi, Arpit Rawat, Rashi Jain ·

    Evaluating Real-Time Voice Agents: From Component Quality to Grounded Outcomes

    arXiv:2609.30798v1 Announce Type: new Abstract: Real-time voice agents have moved from research prototypes to production deployments, yet the literature describing them is fragmented across three communities that rarely cite one another: speech foundation modelling, turn-taking p…

  2. arXiv cs.AI TIER_1 Italiano(IT) · Massa Baali, Bhiksha Raj ·

    Inquesto Score: A Reliability Protocol For Voice Agents

    arXiv:2609.30514v1 Announce Type: cross Abstract: Voice agents are increasingly deployed in workflows where failed interactions can affect transactions, access, and other consequential outcomes, creating a need for reproducible and interpretable evaluation. We introduce Inquesto …