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Toby Liang

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Preprint Jul 2026

ESF-Bench: Benchmarking Challenging Slot-Filling Scenarios for Real-World Enterprise Applications

ESF-Bench is introduced, a challenging Enterprise Slot Filling benchmark consisting of 810 multi-turn samples and 6530 slots over 8 unique domains and curated using a taxonomy of the 57 most challenging slot-filling scenarios observed during real-world enterprise deployments.

Toby Liang, Gopal Sarda, Sagar Davasam et al. · 0 citations