Longtian Qiu

ShanghaiTech University, Shanghai, China, B LLM consistently underperforming compared to the

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Data Curation & Synthetic Data (1)Multimodal Models (1)Reasoning & Chain-of-Thought (1)

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Shan Ning (1)Xuming He (1)

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Mar 5, 2026

Mar 5, 2026·also B and, B LLM consistently underperforming, NSFC, Shanghai Engineering Research Center of Intelligent

Wiki-R1: Incentivizing Multimodal Reasoning for Knowledge-based VQA via Data and Sampling Curriculum

Curriculum reinforcement learning closes the distributional gap between pre-trained MLLMs and KB-VQA, yielding SOTA results by strategically generating and sampling training data.

Shan Ning, Longtian Qiu, Xuming He

Data Curation & Synthetic Data Multimodal Models Reasoning & Chain-of-Thought

Longtian Qiu

Research focus

Frequent co-authors

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Longtian Qiu

Research focus

Frequent co-authors

Papers (1)