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

Soham Ray, Victor Barres

Voice agents often need to collect names, addresses, identifiers, dates, and times exactly, yet end-to-end benchmarks obscure where capture fails. We introduce $\tau$-Elicitation, a 2…