This work presents MedPixel, a unified medical pixel-language model built around a shared language--mask interface that achieves strong performance in both pixel-level prediction and response generation, together with effective zero-shot transfer to external grounding benchmarks and robustness to imperfect spatial prom...
Haoyu Yang, Meixing Shi, Zeng-Jie Chen et al.· 0 citations
OrthoPilot is a clinical artificial intelligence system powered by a large language model (LLM) that integrates hospital data streams with authoritative external knowledge for continuous musculoskeletal care and autonomously retrieves real-time imaging, laboratory, pathology and order data and translates evolving patie...
BC-Bench is introduced, a benchmark designed to evaluate agentic engineering on real-world tasks in AL, the DSL for Microsoft Dynamics 365 Business Central, and evaluates multiple frontier models across two agent harnesses, utilizing multi-run metrics to account for nondeterminism.
Results show that the evaluation framework captures execution-relevant requirements for autonomous wet-lab automation, and that ProtoPilot can meet them by converting protocol and code generation into validated execution and feedback-guided revision.
Yankai Jiang, Wei Tang, Haoran Sun et al.· arXiv.org· 0 citations
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