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ResearchFormerly WizWand

TIR-Bench

Benchmarks

TaskDatasetSOTA resultTrendResults

Multimodal Agent Task

TIR-Bench

47.75Average@4

24

Multimodal Tool-Use

TIR-Bench

50Avg@4

16

Visual Reasoning

TIR-Bench

51.8Average Score

15

Visual Navigation

TIR-Bench Maze

65Accuracy

9

Tool-Integrated Reasoning

TIR-Bench

20.8Score

4

Agentic Reasoning

TIR-Bench

19.8Accuracy

3