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

Ray, Soham et al.
arXiv (OAI Expanded) · Papers
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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 environments. A matc
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