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Augmenting Large Language Models with Static Code Analysis for Automated Code Quality Improvements
Seyed Moein Abtahi, Akramul Azim
https://arxiv.org/abs/2506.10330

Augmenting Large Language Models with Static Code Analysis for Automated Code Quality Improvements
This study examined code issue detection and revision automation by integrating Large Language Models (LLMs) such as OpenAI's GPT-3.5 Turbo and GPT-4o into software development workflows. A static code analysis framework detects issues such as bugs, vulnerabilities, and code smells within a large-scale software project. Detailed information on each issue was extracted and organized to facilitate automated code revision using LLMs. An iterative prompt engineering process is applied to ensure tha…

Benchmarking GPT-5 in Radiation Oncology: Measurable Gains, but Persistent Need for Expert Oversight
Ugur Dinc, Jibak Sarkar, Philipp Schubert, Sabine Semrau, Thomas Weissmann, Andre Karius, Johann Brand, Bernd-Niklas Axer, Ahmed Gomaa, Pluvio Stephan, Ishita Sheth, Sogand Beirami, Annette Schwarz, Udo Gaipl, Benjamin Frey, Christoph Bert, Stefanie Corradini, Rainer Fietkau, Florian Putz

Benchmarking GPT-5 in Radiation Oncology: Measurable Gains, but Persistent Need for Expert Oversight
Introduction: Large language models (LLM) have shown great potential in clinical decision support. GPT-5 is a novel LLM system that has been specifically marketed towards oncology use. Methods: Performance was assessed using two complementary benchmarks: (i) the ACR Radiation Oncology In-Training Examination (TXIT, 2021), comprising 300 multiple-choice items, and (ii) a curated set of 60 authentic radiation oncologic vignettes representing diverse disease sites and treatment indications. For …

Behörden: Acht Tote bei russischen Angriffen in mehreren Regionen
Bei russischen Angriffen auf mehrere Regionen in der Ukraine sind den ukrainischen Behörden zufolge heute acht Menschen getötet und Dutzende verletzt worden. In der östlichen Region Donezk gab es am Morgen eine Angriffsserie, bei der vier Menschen getötet wurden, wie die regionale Staatsanwaltschaft mitteilte.
In der Stadt Poltawa in der gleichnamigen Region i…
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Ukraine-Liveblog: ++ Russland meldet Eroberung in Region Charkiw ++
Im ostukrainischen Gebiet Charkiw hat die russische Armee eigenen Angaben nach den Grenzort Milowe erobert. Die Ukraine meldet acht Tote nach Angriffen in mehreren Regionen.

Optical Spectroscopic Imaging for Early Detection of Salinity Stress in Plants: A Review
Ramji Gupta, Snehprabha Gujrathi, Swati Sharma, Saurav Bharadwaj
https://arxiv.org/abs/2509.02265

Optical Spectroscopic Imaging for Early Detection of Salinity Stress in Plants: A Review
Salinity stress poses a significant challenge to global agriculture, necessitating efficient and scalable approaches for early detection and management. This review examines advanced optical spectroscopic imaging techniques, including fluorescence imaging, hyperspectral imaging, and thermal imaging, for their ability to detect physiological and biochemical responses in plants subjected to saline conditions. By focusing exclusively on imaging-based optical methods and excluding traditional spect…