#qwen32 articles

2 articles

AIBullisharXiv – CS AI · 6h ago5

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MMKG-RDS: Reasoning Data Synthesis via Deep Mining of Multimodal Knowledge Graphs

Researchers introduce MMKG-RDS, a framework that uses multimodal knowledge graphs to synthesize high-quality training data for improving AI model reasoning abilities. Testing on Qwen3 models showed 9.2% improvement in reasoning accuracy, with applications for complex benchmark construction involving tables and formulas.

AIBullisharXiv – CS AI · 6h ago3

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Toward General Semantic Chunking: A Discriminative Framework for Ultra-Long Documents

Researchers developed a new discriminative AI model based on Qwen3-0.6B that can efficiently segment ultra-long documents up to 13k tokens for better information retrieval. The model achieves superior performance compared to generative alternatives while delivering two orders of magnitude faster inference on the Wikipedia WIKI-727K dataset.