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Research paper

A DeepSeek-Powered AI System for Automated Chest Radiograph Interpretation in Clinical Practice

Research paper by Yaowei Bai and collaborators. arXiv record dated 2025-12-23. Research area: Artificial intelligence.

Yaowei Bai, Ruiheng Zhang, Yu Lei, Xuhua Duan, Jingfeng Yao, Shuguang Ju, Chaoyang Wang, Wei Yao, Yiwan Guo, Guilin Zhang, Chao Wan, Qian Yuan, Lei Chen, Wenjuan Tang, Biqiang Zhu, Xinggang Wang, Tao Sun, Wei Zhou, Dacheng Tao, Yongchao Xu, Chuansheng Zheng, Huangxuan Zhao, Bo Du
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Research paper

A Hybrid Cognitive Architecture for Symbolic Reasoning in Large Language Models

Abstract This research note presents The Ghost Conductor Framework, a hybrid cognitive architecture designed to separate language generation from symbolic reasoning in large language models.The system routes natural language through a narrative module while delegating formal logic and mathematical inference to a dedicated reasoning engine. A structured Memory Vault provides long-term continuity, integrating DeepSeek-10× text compression for efficient archival.Initial experiments show significant reduction of hallucinations and improved logical accuracy in multi-step tasks, demonstrating that consistent reasoning can be achieved without retrai

Vinte Marinescu, Gabriela Diana
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