Hy-LifeSearch (Internal)

Hy-LifeSearch (Internal) is a benchmark for how well a model acts as a general-purpose agent. The official description says: "Tencent internal (Hy team) agentic search benchmark, reported in the Hy4 preview model card appendix". Below we describe in simple words what benchmarks of this type generally examine.

Hy-LifeSearch (Internal) measures how well a model acts as a general-purpose agent. In detail, it checks:

• solving long, multi-step tasks with many intermediate decisions
• using tools correctly (browsers, terminals, APIs, calendars, other apps)
• adapting when something unexpected happens mid-task
• staying on goal over long task horizons instead of wandering off

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better.

Official methodology note: Tencent internal (Hy team) agentic search benchmark, reported in the Hy4 preview model card appendix.

What is the Hy-LifeSearch (Internal) benchmark?

Hy-LifeSearch (Internal) is a benchmark for how well a model acts as a general-purpose agent. The official description says: 'Tencent internal (Hy team) agentic search benchmark, reported in the Hy4 preview model card appendix'. Below we describe in simple words what benchmarks of this type generally examine.

What does Hy-LifeSearch (Internal) test?

Hy-LifeSearch (Internal) mainly measures how well a model acts as a general-purpose agent. Concretely, it checks: solving long, multi-step tasks with many intermediate decisions; using tools correctly (browsers, terminals, APIs, calendars, other apps); adapting when something unexpected happens mid-task.

How is the Hy-LifeSearch (Internal) score calculated?

The score is accuracy: the percentage of tasks answered or solved correctly. 100% means every task was solved perfectly; higher is better. The declared maximum score of this benchmark is 100.0.

Where do I get Hy-LifeSearch (Internal) data and scores?

The official benchmark page/reference is linked on this page. Every score on Open LLM Radar is also available as open data: download the scores JSON (http://open-llm-radar-api:8000/api/v1/benchmarks/hy-lifesearch-internal/scores) or pull it directly from the Open LLM Radar API with any HTTP client.