Trendoday

PersonaCUABench: Benchmarking Computer-Use Agents Serving Diverse Personas

Computer-use agents (CUAs) are commonly evaluated against fixed task specifications, but users may omit requirements, add constraints, or require approval before consequential actions. Completing the

  • Upvotes17
–Rank now
#12Peak rank
4Days on list
124Score · 7d
Oct 30, 2026First seen
Rank · 7 days

About this paper

PersonaCUABench reveals that computer-use agents frequently fail to satisfy real user requirements and constraints, reducing task completion and satisfaction compared to fixed benchmark instructions.

Computer-use agents (CUAs) are commonly evaluated against fixed task specifications, but users may omit requirements, add constraints, or require approval before consequential actions. Completing the benchmark instruction does not guarantee serving the person who asked. We introduce PersonaCUABench, which holds 74 tasks across 11 domains fixed and varies only who asks. A persona agent, playing one of 44 personas in four groups, rewrites each instruction in that user's own words and answers the CUA's questions, while the CUA sees only the dialogue, never the profile or the original instruction. Across nine backbones (3,330 runs), mean task completion falls by 36% relative to the original…

computer-use agentsPersonaCUABenchpersona agentdialogue evaluationtask completionuser satisfaction
Upvotes
17
Authors
26
Published
Oct 16, 2026

Summary and abstract excerpt via Hugging Face Papers ↗ · arXiv.

Trending history

PersonaCUABench: Benchmarking Computer-Use Agents Serving Diverse Personas was first seen on Hugging Face · Daily papers on Oct 30, 2026. Since then it has appeared in 37 checks on 4 different days. Its best position was #12 of 30, reached on Oct 30, 05:28 UTC. It dropped off the list after Nov 2, 03:28 UTC.

Rank history

Position on Hugging Face · Daily papers at every check (lower is better).

#1#11#20#30 Oct 30Oct 30Oct 31Nov 1Nov 2 Oct 30, 03:28 UTC · #15Oct 30, 05:28 UTC · #12Oct 30, 07:28 UTC · #16Oct 30, 09:28 UTC · #17Oct 30, 11:28 UTC · #17Oct 30, 13:28 UTC · #18Oct 30, 15:28 UTC · #18Oct 30, 17:28 UTC · #15Oct 30, 19:28 UTC · #16Oct 30, 21:28 UTC · #16Oct 30, 23:28 UTC · #16Oct 31, 01:28 UTC · #16Oct 31, 03:28 UTC · #16Oct 31, 05:28 UTC · #16Oct 31, 07:28 UTC · #16Oct 31, 09:28 UTC · #16Oct 31, 11:28 UTC · #16Oct 31, 13:28 UTC · #16Oct 31, 15:28 UTC · #16Oct 31, 17:28 UTC · #16Oct 31, 19:28 UTC · #16Oct 31, 21:28 UTC · #16Oct 31, 23:28 UTC · #16Nov 1, 01:28 UTC · #16Nov 1, 03:28 UTC · #16Nov 1, 05:28 UTC · #16Nov 1, 07:28 UTC · #16Nov 1, 09:28 UTC · #17Nov 1, 11:28 UTC · #15Nov 1, 13:28 UTC · #15Nov 1, 15:28 UTC · #15Nov 1, 17:28 UTC · #15Nov 1, 19:28 UTC · #16Nov 1, 21:28 UTC · #16Nov 1, 23:28 UTC · #16Nov 2, 01:28 UTC · #16Nov 2, 03:28 UTC · #15

Last 14 days

Best rank per day (UTC).

Oct 26today

Metric history

Platform metric as reported by Hugging Face.

061117 Oct 30Oct 30Oct 31Nov 1Nov 2 Oct 30, 03:28 UTC · 14Oct 30, 05:28 UTC · 14Oct 30, 07:28 UTC · 14Oct 30, 09:28 UTC · 14Oct 30, 11:28 UTC · 14Oct 30, 13:28 UTC · 14Oct 30, 15:28 UTC · 14Oct 30, 17:28 UTC · 15Oct 30, 19:28 UTC · 15Oct 30, 21:28 UTC · 15Oct 30, 23:28 UTC · 15Oct 31, 01:28 UTC · 15Oct 31, 03:28 UTC · 15Oct 31, 05:28 UTC · 15Oct 31, 07:28 UTC · 15Oct 31, 09:28 UTC · 15Oct 31, 11:28 UTC · 15Oct 31, 13:28 UTC · 15Oct 31, 15:28 UTC · 16Oct 31, 17:28 UTC · 16Oct 31, 19:28 UTC · 16Oct 31, 21:28 UTC · 16Oct 31, 23:28 UTC · 16Nov 1, 01:28 UTC · 17Nov 1, 03:28 UTC · 17Nov 1, 05:28 UTC · 17Nov 1, 07:28 UTC · 17Nov 1, 09:28 UTC · 17Nov 1, 11:28 UTC · 17Nov 1, 13:28 UTC · 17Nov 1, 15:28 UTC · 17Nov 1, 17:28 UTC · 17Nov 1, 19:28 UTC · 17Nov 1, 21:28 UTC · 17Nov 1, 23:28 UTC · 17Nov 2, 01:28 UTC · 17Nov 2, 03:28 UTC · 17

Questions

Is PersonaCUABench: Benchmarking Computer-Use Agents Serving Diverse Personas trending on HF Daily Papers right now?

Not at the moment. It was last on the list on Nov 2, 03:28 UTC, after 4 days of trending.

What is the highest rank PersonaCUABench: Benchmarking Computer-Use Agents Serving Diverse Personas reached?

#12 on Hugging Face · Daily papers, on Oct 30, 05:28 UTC. Trendoday checks this list every 120 minutes.

How long has PersonaCUABench: Benchmarking Computer-Use Agents Serving Diverse Personas been trending?

It was first seen on Oct 30, 2026 and has been on the list on 4 days (37 checks) since.