The results show that although generative SLMs can be efficiently deployed on resource-constrained edge devices, structurally regularized extractive encoders provide significantly better performance for precise opinion mining on highly imbalanced data.
Chathurvedi V. Rama Chandra, T. Padmavathy· Frontiers in Artificial Inte...· 0 citations
Abstract Background Mid-acuity emergency department (ED) attendances are clinically heterogeneous; a small subset deteriorate early, but broad escalation would create substantial review burden. We evaluated whether retrieval augmentation improved low-burden risk enrichment versus a prompt-only large language model (LLM...
Ching Yan Li, TL Wong, Hang Sheung Wong· BMC Emergency Medicine· 0 citations
Technical report, version 1.0.1, in English and Thai, deposited as a preprint. Both editions are included as PDF, in full, one file per language. This version expands the background and introduction, revises the academic prose in both languages, and corrects the parameter count and evaluation-protocol details. The repo...
Thanabodee Nammungkun· Zenodo (CERN European Organi...· 0 citations
This paper reports a complete end-to-end experiment in complex-valued language modeling. We take the mathematical theory developed in The Dagger and the Query: A Unified Mathematical Theory of Complex, Unitary, and Quantum Attention (Suansook, 2026) and instantiate it as a working system: a character-level ComplexGPT t...
Yoothana Suansook· Preprints.org· 0 citations
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This Zenodo record is a permanently preserved version of a Structured PREreview. You can view the complete PREreview at https://prereview.org/reviews/22943839. Does the introduction explain the objective of the research presented in the preprint? Yes 1. Establishes Clinical Unmet Need: It highlights that lung squamous...
Jhishnuraj Kannan· Zenodo (CERN European Organi...· 0 citations
This deposit holds the toolkit, the synthetic corpus generator and its seed, the twelve-template probe matrix, the retained per-query records of every condition (414,720 probes), the result bundles and the LoRA adapters behind the study "CN-PIIBench-Lite: Measuring Chinese PII Memorization and Cross-Lingual Leakage in...
Mo Ming, Davood Pour Yousefian Barfeh· Zenodo (CERN European Organi...· 0 citations
Dementia Language Models are introduced—a generalizable and controllable representation of cognitive impairment through language—alongside an evaluation framework for establishing their validity and clinical grounding and could support clinician training, hypothesis generation, and scalable experimentation, reserving p...
Lotem Peled-Cohen, Amit Shmidov, Netaniel Rein et al.· bioRxiv· 0 citations
This deposit holds the toolkit, the synthetic corpus generator and its seed, the twelve-template probe matrix, the retained per-query records of every condition (414,720 probes), the result bundles and the LoRA adapters behind the study "CN-PIIBench-Lite: Measuring Chinese PII Memorization and Cross-Lingual Leakage in...
Mo Ming, Davood Pour Yousefian Barfeh· Zenodo (CERN European Organi...· 0 citations
Phages are introduced as a tractable proving ground for stress-testing GLMs against experimentally grounded genotype-to-phenotype tasks and provide a durable framework for identifying what data and model ingredients are required for biologically reliable prediction.
Emily M. Layton, Michael L. Bernauer, Laura D. Weinstock et al.· bioRxiv· 0 citations
One word, precession, points at two different effects. One comes from fast motion itself, the other from the spacetime around a heavy body. Earlier papers treated the two separately, and none placed them in a single frame for comparison. No new theorem or law is claimed. Scope of this paper (scope note): No new theorem...
Yuuki Yamagishi· Zenodo (CERN European Organi...· 0 citations
Objectives To compare the effect of combined physical training (PT) and cognitive training (CT) with single-modality interventions, on depression symptoms in adults across clinical populations. Methods PubMed, Scopus, Web of Science, SPORTDiscus, and APA PsycINFO were systematically searched for relevant English-langua...
Piesie A. G. Asuako, Ghazal Naser, Luis K H Holzhauer et al.· Frontiers in Psychology· 0 citations
The article proposes the Human-Supervised Generative AI Framework for Physical Education and Sport, which classifies tasks by consequence and requires source grounding, data minimization, professional review, disclosure, and outcome monitoring.