A grounded visual QA benchmark focused on answering practical questions about real-world images and scenes.
BenchLM mirrors the published score view for RealWorldQA. LFM2.5-VL-450M leads the public snapshot at 58.4%. BenchLM does not use these results to rank models overall.
Year
2026
Tasks
Real-world visual question answering
Format
Image-grounded QA
Difficulty
General visual reasoning
RealWorldQA is useful because it emphasizes practical perception and grounded answering on realistic images rather than synthetic or purely academic multimodal tasks.
Version
RealWorldQA 2026
Refresh cadence
Quarterly
Staleness state
Current
Question availability
Public benchmark set
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.
A grounded visual QA benchmark focused on answering practical questions about real-world images and scenes.
LFM2.5-VL-450M by LiquidAI currently leads with a score of 58.4% on RealWorldQA.
1 AI models have been evaluated on RealWorldQA on BenchLM.
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