This work presents Attribution-guided Semantic Evolution (ASE), a modular framework for constructing textual factors, evaluating their conditional contribution, and deploying validation-selected numerical--textual predictors, coupled to suitable numerical experts.
Yuxuan Zheng, Zhao-Yang Li, Pu-Rui Liu et al.· 0 citations
RewardWeaver is introduced, a self-evolving reward adaptation framework for language agents in long-horizon interaction that maintains a validated capability space in which the semantics of admitted Rubrics remain fixed, and closes the loop between policy optimization, task evaluation, failure attribution, and reward a...
Heng-Bo Xiao, Bo-Yao Zhang, Pu-Rui Liu et al.· 0 citations
Physically-isolated Experts Routing Network (PiERN), an architecture that directs computation and reasoning at token level, thereby enabling iterative alternation within a single chain of thought, is proposed, offering an efficient, interpretable, and scalable paradigm for interfacing language models with scientific sy...
Large language models (LLMs) have substantially advanced natural language generation (NLG), but high-quality content creation remains constrained by hallucination, limited controllability, retrieval noise, domain shift, and computational cost. This study proposes Retrieval-Augmented and Preference-Aligned Generation (R...
Jian Zhang, Yuxuan Zheng, Feng-Jun Ye et al.· Archives des sciences: a mul...· 0 citations
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