multimodal benchmark
TIR-Bench Leaderboard
TIR-Bench is a multimodal benchmark for tool-calling and multimodal interaction.
Updated Sep 5, 2026
Models4
Model coverage4
MetricScore
EvidenceB
TIR-Bench Ranking
Higher score ranks better on this benchmark.
Sort by
Rank | Model | Score | Percentile | Participants | Evidence | Evaluated |
|---|
| Rank01 | ModelAC | Score61.60% | Percentile100.00% | Participants4 | EvidenceC | Evaluated |
| Rank02 | ModelAC | Score59.80% | Percentile66.67% | Participants4 | EvidenceC | Evaluated |
| Rank03 | ModelAC | Score55.50% | Percentile33.33% | Participants4 | EvidenceC | Evaluated |
| Rank04 | ModelAC | Score53.20% | Percentile0.00% | Participants4 | EvidenceC | Evaluated |
TIR-Bench Highlights
The leading models and scores on this benchmark.
TIR-Bench Score Distribution
A closer view of the leading scores on this benchmark.
The Top AI Models for TIR-Bench
The first five results on this benchmark, with official price and output speed added where the model identity can be matched.
What is TIR-Bench?
What TIR-Bench measures and how its scores work.
TIR-Bench is a benchmark for testing visual instruction following and execution reliability in tool-calling and multimodal interaction.
TIR-Bench measures visual instruction following and execution reliability using Score, reported as a ratio.
Scores are shown in ratio. This benchmark is not independently verified and has an evidence level of B.
- Family
- TIR-Bench
- Modality
- multimodal
- Primary category
- multimodal
- Score direction
- higher
- LLMBoard eligible
- No
- Evaluation key
- overall
LLM Stats. Benchmark scores retain their original unit. Overall score eligibility is shown separately.
FAQ
Common questions about TIR-Bench.
Which model scores highest on TIR-Bench?
Qwen3.6 Plus is currently ranked first with 61.60%.
What are the top three models on TIR-Bench?
The current leaders are Qwen3.6 Plus (61.60%), Qwen3.5-27B (59.80%), and Qwen3.5-35B-A3B (55.50%).
Which TIR-Bench model has the lowest official input price?
Qwen3.5-35B-A3B has the lowest matched official input price at $0.25 input / $2.0 output per 1M tokens.
Which models are fastest among TIR-Bench results?
No matched runtime record is currently available.
Does the highest score result prove overall model quality?
No. This benchmark measures one defined capability or task. The overall LLMBoard score uses a separate aggregation across eligible benchmark evidence.