Papers/2610.18881
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Following the Flow the Law Requires: Training Voice Agents to Transfer to Unseen Regulated Procedures in Debt Collection

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fine-tuningpolicy trainingvoice agentsregulatory compliance
2610.18881
Builder Relevance
80%
2h ago

Abstract

Voice agents must adhere to legal conversational flows in debt collection, and this study explores training a policy to handle unseen procedures.

Reality Card

Core Claim

A small, self-hosted policy can be trained to follow regulated procedures it has never seen, achieving a scenario pass rate increase from 15/43 to 40/43.

Method / Result

Documented checks improved from 67-71% to 93-100% after training.

Limitations

The audit of the shared specification found defects that were not exposed by its own metric.

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