# FACTS Benchmark Suite 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-facts-benchmark-suite

Every model the catalog carries a published FACTS Benchmark Suite value for, ranked by that value.

## Benchmark record

| Field | Value |
| --- | --- |
| Category | external |
| Measure | Published percentage average |
| Tasks | Four benchmark dimensions; public and held-out examples |
| Difficulty | — |
| Published by | [FACTS Benchmark Suite methodology](https://arxiv.org/abs/2512.10791) |

The official FACTS suite combines document grounding, visual factuality, parametric recall, and search-assisted answering. The published average stays separate from its component scores.

## FACTS Benchmark Suite ranking

No model in the catalog has a published FACTS Benchmark Suite score. The benchmark is defined by FACTS Benchmark Suite methodology, 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.