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Native unified modelling is position as a promising path towards systems that perceive, reason and create within a fully end-to-end framework through SenseNova-U1.5, an 8B-MoT native unified multimodal model that understands, reasons about, and generates visual content within an encoder-free and VAE-free architecture.
Fine-tuned lightweight LLMs can successfully generate Control Flow Graphs from incomplete or erroneous code, outperforming traditional methods.
Generative recommendation gets a boost: modeling behavior intensity and transitions yields 15-23% gains in prediction accuracy.
Solves the data bottleneck in code smell detection with a semi-automatic dataset generation approach that balances scale and quality.
GLM-5 doesn't just code; it engineers, showcasing unprecedented capability in tackling end-to-end software engineering challenges.