# MultiChallenge (provider reports) leaderboard

Instruction Following 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/instruction-following-multi-challenge

MultiChallenge: provider-reported runs. Every model the catalog carries a published MultiChallenge (provider reports) value for, ranked by that value.

## Benchmark record

| Field | Value |
| --- | --- |
| Category | Instruction Following |
| Measure | — |
| Tasks | — |
| Difficulty | — |
| Published by | [MultiChallenge](https://labs.scale.com/leaderboard/multichallenge) |

Tests instruction retention, memory of user information, versioned editing, and coherence over multi-turn conversations.

## MultiChallenge (provider reports) ranking

1 model with a published MultiChallenge (provider reports) value, ordered by that value, highest first. Models the source has not scored on this benchmark are not listed — they are unmeasured, not last.

| Rank | Model | Provider | MultiChallenge (provider reports) | Evidence |
| --- | --- | --- | --- | --- |
| 1 | [Mercury 3](https://modelscale.dev/models/mercury-3) | Inception | 60.35 | Observed 2026-10-23 · source benchlm:models |

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.