# Adversarial Customer Service leaderboard

external benchmark

> Every figure below is reproduced as its upstream source published it: nothing is modelled, estimated, interpolated or converted. `Unavailable` means no source published the value — it is never a zero. Each value carries its evidence state and the date it was observed.

Page: https://modelscale.dev/leaderboards/benchmarks/external-kaggle-adversarial-customer-service

Every model the catalog carries a published Adversarial Customer Service value for, ranked by that value.

## Benchmark record

| Field | Value |
| --- | --- |
| Category | external |
| Measure | Source-published percentage score |
| Tasks | Multi-agent customer-authentication simulation; task version 21 |
| Difficulty | Adversarial multi-agent communication |
| Published by | [BenchLM](https://benchlm.ai/benchmarks/adversarial-customer-service) |

Agents play customer service staff, genuine customers, and identity thieves in a hidden-information authentication simulator.

## Adversarial Customer Service ranking

No model in the catalog has a published Adversarial Customer Service score. The benchmark is defined by BenchLM, but the catalog carries no value for it yet. An absent value is shown as absent here rather than as a zero.

Rows are ordered by the value the source published, highest first. The source does not state whether a higher value is the better result, so this document does not either: for a benchmark that measures a rate of failure, read the table from the bottom.