ALFWorld: leaderboard

ALFWorld: Measures embodied-agent, navigation, manipulation, or simulated robotics task success.

Metric: ALFWorld normalized score. Source: alfworld.github.io. Source: benchmarklist.com. Saturation forecast: Around June 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1Claude Opus 4.6 (High)1#63 (Claude Opus 4.6)
2Claude Sonnet 4.6 (High)1#90 (Claude Sonnet 4.6)
3Claude Opus 4.5 (High)1#83 (Claude Opus 4.5)
4GPT-5 (High)0.93#98 (GPT-5)
5Claude Sonnet 40.92#199
6GPT-5.1 (High)0.92#135 (GPT-5.1)
7O3 (Medium)0.88#124 (O3)
8Claude 3.7 Sonnet0.83#249
9O3 (High)0.82#124 (O3)
10O3 (Low)0.7#124 (O3)

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

Interactive version: theaggregate.ai/benchmark?slug=alfworld · How It Works · Data refreshed daily, snapshot 2026-10-20.