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#artificial intelligence Preprint Sep 2026

Follow the Entities: A Corpus Map for Agentic Search

Answering questions and completing tasks over large document collections often requires connecting evidence spread across multiple documents, such as a project's approval recorded in one, its requirements in another, and its latest status in a third. Recent LLM agents approach this by iteratively searching the full cor...

Soyeong Jeong, S. Jauhar, Sung Ju Hwang et al. · 0 citations
#artificial intelligence Preprint Sep 2026

Reinforcing Agentic Creativity in Scientific Ideation with Night Science

AI Night-Scientist is introduced, an agentic framework that uses reinforcement learning to teach models when and how to depart from predictable reasoning to suggest creativity is a learnable, multi-level ability that can be shaped to help researchers reach ideas beyond those typically explored by LLMs.

Priyanka Kargupta, Silviu Cucerzan, Shweti Mahajan et al. · 0 citations

Evaluating Style-Personalized Text Generation: Challenges and Directions

This work critically examines the effectiveness of the most common metrics used in the field, such as BLEU, embeddings, and LLMs-as-judges, and finds strong evidence that employing ensembles of diverse evaluation metrics consistently outperforms single-evaluator methods.

Anubhav Jangra, Bahareh Sarrafzadeh, Adrian de Wynter et al. · 2 citations

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