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#qwen3 articles
3 articles
AIBullisharXiv – CS AI Β· 5h ago1
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TikZilla: Scaling Text-to-TikZ with High-Quality Data and Reinforcement Learning

Researchers have developed TikZilla, a new AI model that generates high-quality scientific figures from text descriptions using TikZ code. The model uses a dataset four times larger than previous versions and combines supervised learning with reinforcement learning to achieve performance matching GPT-5 while using much smaller model sizes.

AIBullisharXiv – CS AI Β· 5h ago1
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Param$\Delta$ for Direct Weight Mixing: Post-Train Large Language Model at Zero Cost

Researchers introduce Paramβˆ†, a novel method for transferring post-training capabilities to updated language models without additional training costs. The technique achieves 95% performance of traditional post-training by computing weight differences between base and post-trained models, offering significant cost savings for AI model development.

AIBullisharXiv – CS AI Β· 5h ago0
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Curriculum Learning for Efficient Chain-of-Thought Distillation via Structure-Aware Masking and GRPO

Researchers developed a three-stage curriculum learning framework that improves Chain-of-Thought reasoning distillation from large language models to smaller ones. The method enables Qwen2.5-3B-Base to achieve 11.29% accuracy improvement while reducing output length by 27.4% through progressive skill acquisition and Group Relative Policy Optimization.