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RefCOCO-avg

Progress Over Time

Interactive timeline showing model performance evolution on RefCOCO-avg

State-of-the-art frontier
Open
Proprietary

RefCOCO-avg Leaderboard

9 models
ContextCostLicense
1
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
1.0M$0.50 / $3.00
2
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
28B262K$0.60 / $3.60
3
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
236B
4
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
5
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
122B
6
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
27B262K$0.30 / $2.40
7
Alibaba Cloud / Qwen Team
Alibaba Cloud / Qwen Team
35B
8
Liquid AI
Liquid AI
3B
92B
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About this benchmark

What is RefCOCO-avg?

RefCOCO-avg measures object grounding accuracy averaged across RefCOCO, RefCOCO+, and RefCOCOg benchmarks.

RefCOCO-avg is a image benchmark evaluating models on spatial reasoning, grounding, and vision tasks. LLM Stats tracks 9 models on this benchmark, scored on a 0–100 scale. The current average is 0.9, with the leader at 0.9.

Compare leaders on the best AI for spatial reasoning, best AI for grounding and best AI for vision leaderboards.

Current leaders

Qwen3.6 Plus from Alibaba Cloud / Qwen Team currently leads the RefCOCO-avg leaderboard with a score of 0.935 across 9 evaluated AI models.

1Qwen3.6 PlusAlibaba Cloud / Qwen Team0.9%
2Qwen3.6-27BAlibaba Cloud / Qwen Team0.9%
3Qwen3 VL 235B A22B ThinkingAlibaba Cloud / Qwen Team0.9%

FAQ

Common questions about the RefCOCO-avg benchmark and leaderboard.

What is the RefCOCO-avg benchmark?

RefCOCO-avg measures object grounding accuracy averaged across RefCOCO, RefCOCO+, and RefCOCOg benchmarks.

What is the RefCOCO-avg leaderboard?

The RefCOCO-avg leaderboard ranks 9 AI models based on their performance on this benchmark. Currently, Qwen3.6 Plus by Alibaba Cloud / Qwen Team leads with a score of 0.935. The average score across all models is 0.892.

What is the highest RefCOCO-avg score?

The highest RefCOCO-avg score is 0.935, achieved by Qwen3.6 Plus from Alibaba Cloud / Qwen Team.

How many models are evaluated on RefCOCO-avg?

9 models have been evaluated on the RefCOCO-avg benchmark, with 0 verified results and 9 self-reported results.

What categories does RefCOCO-avg cover?

RefCOCO-avg is categorized under spatial reasoning, grounding, and vision. The benchmark evaluates image models.

What is the best open-source model on RefCOCO-avg?

Qwen3.6-27B by Alibaba Cloud / Qwen Team is the top-ranked open-source model on RefCOCO-avg, with a score of 0.925 (rank #2).

Which model offers the best value on RefCOCO-avg?

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 0.909.

How recent are the RefCOCO-avg leaderboard results?

The RefCOCO-avg leaderboard was last updated in August 2026 and currently includes 9 evaluated models.
RefCOCO-avg Leaderboard