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#artificial intelligence Preprint Sep 2026

CoEM: Empowering Long-Context Reasoning with Commit-on-Evidence Memory

Long-context reasoning is essential for complex and long-horizon tasks, yet the performance of large language models (LLMs) degrades as context length increases. Recent approaches address this by processing input chunk by chunk while maintaining a bounded textual memory in model context. However, premature information...

Jing-Guang Li, Yebo Wu, Zu-Yi Guo et al. · 0 citations
Book Open access Aug 2026

UniRank: A Unified Framework for Efficient Multi-Objective LLM Ranking in Industrial Search

Multi-objective ranking serves as the backbone of industrial information retrieval, requiring a holistic assessment of documents across dimensions such as Relevance, Authority, and Recency. The prevailing industry paradigm relies on ensembles of specialized BERT-based models, which are costly to maintain and fundamenta...

De-Zhi Ye, Junwei Hu, Xiaoyang Chen et al. · 0 citations

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