TALES - ALFWorld: leaderboard

TALES ALFWorld subset: text-only household tasks from ALFWorld, where the only terminal reward is task completion, invalid actions return just 'Nothing happened', and the agent can hold one object at a time. Score is the percentage of the maximum game score averaged over games (0–100, higher is better).

Metric: Score (% of max). Source: microsoft.github.io. Saturation forecast: Estimated already saturated. 39 models tracked.

Top models

#ModelScoreOverall rank
1O3 (Medium)88.3#132 (O3)
2GPT-4.183.3#258
3Claude 3.7 Sonnet (Thinking)83.3#259 (Claude 3.7 Sonnet)
4Claude 3.7 Sonnet81.7#259
5O3 (High)81.7#132 (O3)
6O3 (Low)70#132 (O3)
7GPT-4o56.7#357
8Qwen 3 32B48.3#449
9Qwen 2.5 72B Instruct36.7#469
10Llama 3.1 405B Instruct31.7#470
11O128.3#190
12Claude 3.5 Haiku26.7#571
13Gemini 2.0 Flash20#351
14Llama 3.3 70B Instruct15#541
15Llama 3.1 70B Instruct8.3#567

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

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