# Ramp Accounting Bench 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-ramp-accounting-bench

Every model the catalog carries a published Ramp Accounting Bench value for, ranked by that value.

## Benchmark record

| Field | Value |
| --- | --- |
| Category | external |
| Measure | Mean criterion-level score across three attempts |
| Tasks | 137 accounting tasks · 3 attempts per task |
| Difficulty | Long-horizon accounting agent evaluation |
| Published by | [Ramp Accounting Bench](https://labs.ramp.com/ramp-accounting-bench#explore) |

A Ramp Labs public leaderboard for long-horizon accounting agent work. BenchLM shows it as display-only reference data and excludes it from model rankings.

## Ramp Accounting Bench ranking

No model in the catalog has a published Ramp Accounting Bench score. The benchmark is defined by Ramp Accounting Bench, 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.