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Bai and colleagues: Qwen-VL vision-language model

Contribution grade

Vision-language models · Human-designed AI research method or resource

Reference score16,000Provisional editorial estimate of this exact contribution; its grade is assessed separately.

What changed

Reported the Qwen-VL vision-language model family for image understanding, object localization and text reading, including conversational and higher-resolution variants.

Scientific scope

Reported the Qwen-VL vision-language model family for image understanding, object localization and text reading, including conversational and higher-resolution variants. Scope limitation: The 2023 Qwen-VL paper and variants are one research package, not the later Qwen2-VL series. Task performance is based on its reported benchmarks.

Evidence

The retained primary-source abstract, bibliographic record and stated review scope support this provisional assessment. No independent experimental replication by WRS is claimed. The 2023 Qwen-VL paper and variants are one research package, not the later Qwen2-VL series. Task performance is based on its reported benchmarks.

Contributors

Provisional WRS assessment, edition 2026-10-16.1. Independent expert calibration is pending. This grade does not certify correctness or assign ownership.

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