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arXiv — cs.AI

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$\tau$-Elicitation: Benchmarking multi-turn entity extraction in voice agents

Voice agents often need to collect names, addresses, identifiers, dates, and times exactly, yet end-to-end benchmarks obscure where capture fails. We introduce $τ$-Elicitation, a 200-task voice benchmark spanning 10 entity types, controlled difficulty, caller realisms, and three…

arXiv — cs.AIBy: Soham Ray, Victor BarresSeptember 15, 2026 (Sep 15)
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AI Summary & Key Takeaways

  • Voice agents often need to collect names, addresses, identifiers, dates, and times exactly, yet end-to-end benchmarks obscure where capture fails
  • We introduce $τ$-Elicitation, a 200-task voice benchmark spanning 10 entity types, controlled difficulty, caller realisms, and three…
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$\tau$-Elicitation: Benchmarking multi-turn entity extraction in voice agents

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