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LingoQA

Progress Over Time

Interactive timeline showing model performance evolution on LingoQA

State-of-the-art frontier
Open
Proprietary

LingoQA Leaderboard

4 models
ContextCostLicense
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
2
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
27B262K$0.30 / $2.40
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
122B
4
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
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About this benchmark

What is LingoQA?

A benchmark for multimodal spatial-language understanding and visual-linguistic question answering.

LingoQA is a multimodal benchmark evaluating models on language, multimodal, reasoning, and vision tasks. LLM Stats tracks 4 models on this benchmark, scored on a 0–1 scale. The current average is 0.8, with the leader at 0.8.

Compare leaders on the best AI for language, best AI for multimodal, best AI for reasoning and best AI for vision leaderboards.

Current leaders

Qwen3.7-Plus from Alibaba Cloud / Qwen Team currently leads the LingoQA leaderboard with a score of 0.834 across 4 evaluated AI models.

1Qwen3.7-PlusAlibaba Cloud / Qwen Team83.4%
2Qwen3.5-27BAlibaba Cloud / Qwen Team82.0%
3Qwen3.5-122B-A10BAlibaba Cloud / Qwen Team80.8%

FAQ

Common questions about the LingoQA benchmark and leaderboard.

What is the LingoQA benchmark?

A benchmark for multimodal spatial-language understanding and visual-linguistic question answering.

What is the LingoQA leaderboard?

The LingoQA leaderboard ranks 4 AI models based on their performance on this benchmark. Currently, Qwen3.7-Plus by Alibaba Cloud / Qwen Team leads with a score of 0.834. The average score across all models is 0.814.

What is the highest LingoQA score?

The highest LingoQA score is 0.834, achieved by Qwen3.7-Plus from Alibaba Cloud / Qwen Team.

How many models are evaluated on LingoQA?

4 models have been evaluated on the LingoQA benchmark, with 0 verified results and 4 self-reported results.

What categories does LingoQA cover?

LingoQA is categorized under language, multimodal, reasoning, and vision. The benchmark evaluates multimodal models.

What is the best open-source model on LingoQA?

Qwen3.5-27B by Alibaba Cloud / Qwen Team is the top-ranked open-source model on LingoQA, with a score of 0.820 (rank #2).

Which model offers the best value on LingoQA?

Among models scoring within 10% of the leader, Qwen3.5-27B from Alibaba Cloud / Qwen Team is the cheapest, at $0.30 per million input tokens with a score of 0.820.

How recent are the LingoQA leaderboard results?

The LingoQA leaderboard was last updated in August 2026 and currently includes 4 evaluated models.
LingoQA Leaderboard