GBA Eval - Gameplay Replays: leaderboard

GBA Eval section score for Game Boy Advance emulators that models write in Rust/WebAssembly: recorded gameplay inputs are replayed and frames compared with the Mesen2 reference by SSIM, 0-1, higher is better. Carries 60% of the overall score; ungraded emulators are omitted.

Metric: Frame-by-frame SSIM on replayed gameplay inputs (0-1). Source: gbaeval.com. Saturation forecast: Around February 2027. 21 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 50.93#16
2Claude Fable 50.92#20
3Claude Opus 4.80.77#39
4Grok 4.50.77#54
5Claude Sonnet 50.71#65
6GPT-5.50.61#33
7Claude Sonnet 4.60.59#94
8Claude Opus 4.60.59#67
9GPT-5.6 Sol0.56#22
10Kimi K30.55#35
11GPT-5.40.53#83
12Claude Opus 4.70.52#51
13Muse Spark 1.10.1#55
14Gemini 3.5 Flash0.05#66
15Grok Build 0.10.02#137

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=gba-eval-gameplay-replays · How It Works · Data refreshed daily, snapshot 2026-11-05.