Papers by Ateret Anaby Tavor
Efficient Agent Evaluation via Diversity-Guided User Simulation (2026.acl-industry)
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| Challenge: | Large language models (LLMs) are increasingly deployed as customer-facing agents due to stochastic, multi-turn interactions. |
| Approach: | They propose a snapshot-based, coverage-guided user simulation framework for efficient and systematic exploration of multi-turn agent behavior. |
| Outcome: | Experiments on multi-domain benchmarks show that the proposed method improves failure discovery efficiency and task-level coverage compared to standard linear rollout evaluation without increasing overall cost. |