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TIR-Bench

We show this table for reference; we do not rank on it.

A visual agent benchmark for interface reasoning and task execution over screenshots or software surfaces.

About TIR-Bench

Year

2026

Tasks

Visual agent and interface reasoning

Format

Screenshot-grounded task reasoning

Difficulty

Computer-use visual reasoning

TIR-Bench appears in Qwen's launch tables as a visual-agent benchmark with separate submetrics. BenchLM tracks it as a display-only row while preserving the exact values published by providers.

Freshness and provenance

Version

TIR-Bench 2026

Refresh cadence

Quarterly

Staleness state

Current

Question availability

Public benchmark set

CurrentDisplay only

BenchLM uses freshness metadata to decide whether a benchmark should still be treated as a strong differentiator, a benchmark to watch, or a display-only reference. For the full scoring policy, see the BenchLM methodology page.

Questions

What does TIR-Bench measure?

A visual agent benchmark for interface reasoning and task execution over screenshots or software surfaces.

Which model scores highest on TIR-Bench?

No sourced model results are published for TIR-Bench on BenchLM yet.

How many models are evaluated on TIR-Bench?

0 AI models have published results on TIR-Bench in the BenchLM catalog.

Last updated: November 13, 2026 · BenchLM version TIR-Bench 2026

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