Benchmark Almanac

MobileMiniWoB++

Dropped

Agents complete MiniWoB++ web tasks inside the Android emulator of AndroidWorld. Scored by task success rate.

Runs as the miniwob suite of AndroidWorld. MiniWoB++ itself comes from Liu et al. 2018.

Released
May 2024
Kind
Phones
Level
Everyday
Scored
Checked automatically
Answers
Agent task
Tasks
All public
Last in a launch post
January 2025, dropped before it saturated
Last model added
February 2025
1
Model scored in lab cards
1
Launch post lists it, from 1 lab
1
System card reports it, from 1 lab

Qwen2.5-VL-72B leads with 68%

Best score per model as labs report them in their own cards. Labs pick their own settings, so these compare less cleanly than independent runs.

  1. 1 Qwen2.5-VL-72B 68%

Source: Labs’ model cards

#ModelScoreSettingDateSource
1 Qwen2.5-VL-72B 68% Jan 2025 Lab model card

Scores over time

All the scores we have, one dot each, so a model tested at several settings appears more than once.

Reported by the lab in its model card
0% 20% 40% 60% 80% 100% 2025 Near the ceiling (85%) Qwen2.5-VL-72B 0% 20% 40% 60% 80% 100% 2025 Near the ceiling (85%) Qwen2.5-VL-72B

Source: Labs’ model cards

No launch post has listed it since January 2025

Launch posts from every lab that has listed it, one tick per post. Tall colored ticks include it, and short gray ones leave it out.

Qwen
DateLaunch postScoreAs the post writes it
Jan 28, 2025 Qwen2.5-VL-72B 68 MobileMiniWob++_SR

One system card reports it

Besides launch posts, we read the system cards, model cards and technical reports labs publish with a release. They report far more, including safety and frontier-risk tests.

DateDocumentScoreAs the document writes itSection
Feb 19, 2025 Qwen2.5-VL-72B technical report 68 MobileMiniWob++ SR (Table 9) Capabilities

More in Computer and browser use

All 69 in Computer and browser use
  • BrowseComp In use Hard-to-find facts that need persistent web browsing. Short verifiable answers graded for exact correctness. Claude Fable 5 93.3%
  • ScreenSpot-Pro In use GUI grounding on high-resolution professional-software screenshots. The model must locate the target UI element. GPT-6 Astra 92.7%
  • AndroidWorld In use Agents complete 116 tasks across 20 real Android apps in an emulator. Each task checks the device's system state to judge success. GPT-6 Astra 100%
  • OSWorld 2.1 In use Agents complete 108 long-horizon workflows across 31 self-hosted websites and desktop apps, averaging 318 tool calls. Scored by binary completion and checkpoint partial credit. Claude Opus 5.5 81.8%
  • WebArena-Verified In use Agents complete 812 audited WebArena tasks on self-hosted websites. Deterministic evaluators check the agent's answer and captured network traces. Muse Spark 1.1 69%
  • MobileWorld In use Agents complete 201 tasks across 20 mobile apps, including tasks that need user clarification or MCP tools. Backend checks verify success. GPT-5 55.3%