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Papers Benchmarks Datasets Tasks

Referring Description research benchmarks · SOTA2 Research

Referring Description

Benchmarks

Dataset NameSOTA MethodSort

Dataset NameSOTA methodMetricTrendResultsLast Updated

Screenshot Out-of-Domain

Qwen2.5-VL + ControlMLLM++

9.05BLEU-4

9

Feb 27, 2026

RefCOCOg In-Domain

LLaVA-HR + ControlMLLM++

7.5BLEU-4

9

Feb 27, 2026

LLaVA + ControlMLLM

5.53Recall @ 4

6

Feb 26, 2026

83.78Detailed Description Acc

6

Feb 26, 2026

Ferret-Bench (val)

72.2Accuracy

4

Feb 26, 2026

Popular datasets

RefCOCOg RefCOCO Ferret-Bench Screenshot

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