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Bee: A High-Quality Corpus and Full-Stack Suite to Unlock Advanced Fully Open MLLMs

This paper introduces Honey-Data-15M, a high-quality 15-million-pair dataset with dual-level Chain-of-Thought enrichment, along with the HoneyPipe curation pipeline and the Bee-8B model, collectively demonstrating that principled data quality improvements can enable fully open multimodal large language models to achieve state-of-the-art performance competitive with semi-open counterparts.

Original authors: Yi Zhang, Bolin Ni, Xin-Sheng Chen, Heng-Rui Zhang, Yongming Rao, Houwen Peng, Qinglin Lu, Han Hu, Meng-Hao Guo, Shi-Min Hu

Published 2026-03-10
📖 1 min read☕ Coffee break read

Original authors: Yi Zhang, Bolin Ni, Xin-Sheng Chen, Heng-Rui Zhang, Yongming Rao, Houwen Peng, Qinglin Lu, Han Hu, Meng-Hao Guo, Shi-Min Hu

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