ZivaHub2027 · dataset · restricted
Retrieval-Augmented Decoding for Improving Truthfulness in Open-Ended GenerationEnsuring truthfulness in large language models (LLMs) remains a critical challenge for reliable text generation. While supervised fine-tuning and reinforcement learning with human feedback have shown promise, they require a substantial amount of annotated data and computational resources, limiting scalability. In contrast, decoding-time interventions offer lightweight alternatives without model re
NCL Data2026 · dataset
<p>Characteristics of included studies.</p><div><p>Uptake of evidence-based interventions that prevent cancer is very low. Electronic signposting using digital messages sent via electronic healthcare systems is increasingly utilised to improve service reach and uptake. However, theory for optimising the implementation of electronic signposting to cancer prevention interventions is lacking. We sought to generate a novel programme theory to
NCL Data2026 · dataset
<p>Annotator details of the proposed Bangla text summarization research.</p><p>Annotator details of the proposed Bangla text summarization research.</p>
NCL Data2026 · dataset
<p>Dataset files.</p><div><p>This work aims to develop a domain-adapted Bengali text summarization model by training and fine-tuning on general and domain-specific datasets with categories such as state, international, and sports. Flan-T5 and mT5 LLMs were trained on the XLSUM Bengali dataset for text summarization, and they were trained on source domains and fine-tuned on the target domains for domain adaptation. In
NCL Data2026 · dataset
<p>Summary of related studies on Bengali and multilingual text summarization models.</p><p>Summary of related studies on Bengali and multilingual text summarization models.</p>
NCL Data2026 · dataset
<p>Comparison of existing Bangla text summarization works with the proposed approach.</p><p>Comparison of existing Bangla text summarization works with the proposed approach.</p>
NCL Data2026 · dataset
<p>Evaluation parameters of BanglaBERT and BanglaT5 models for comparative analysis in Bengali text summarization.</p><p>Evaluation parameters of BanglaBERT and BanglaT5 models for comparative analysis in Bengali text summarization.</p>
NCL Data2026 · dataset
The Transposed-Word Effect Persists Across Text Orientations in Chinese<p dir="ltr">This is the data file for an experiment investigating transposed-word effects in Chinese reading, for sentences displayed in both familiar and unfamiliar reading directions.</p><p dir="ltr">The transposed-word effect, in which ungrammatical sequences created by swapping two words in a grammatical sentence are harder to reject than matched controls derived from ungrammatical base sente
Hydro-Québec's open data portal2026 · dataset
Sources of electricity generated in QuébecDescription All of Hydro‑Québec’s data on the breakdown of the sources of electricity generated in Québec according to their real or estimated power in megawatts (MW). The data is updated hourly and corresponds to the output of both Hydro‑Québec’s generating stations and those of other electricity suppliers that have an electricity supply contract with Hydro‑Québec. Visit the Québec hydropower: cl
NCL Data2026 · dataset
<p>Training summary of the applied models.</p><div><p>This work aims to develop a domain-adapted Bengali text summarization model by training and fine-tuning on general and domain-specific datasets with categories such as state, international, and sports. Flan-T5 and mT5 LLMs were trained on the XLSUM Bengali dataset for text summarization, and they were trained on source domains and fine-tuned on the target domains for domain adaptation. In
NCL Data2026 · dataset
CITIZEN AUDITING<p dir="ltr"><i>This white paper goes beyond a standard advocacy text; it serves as a foundational methodological pillar within a longitudinal participatory observation corpus. Readers, institutional reviewers, and policymakers should evaluate this document through the following core principles:</i></p><ol><li><b>Civic Observation as an Evidence Layer:</b> Citizen auditing bridges the gap between
NCL Data2026 · dataset
Supplementary file 1_ISIT: a frame-clustering implicit measure of situated experience.docxIntroduction<p>The Implicit Situation Intensity Test (ISIT) is a method for converting participants’ verbal reports about an experience into a quantitative, per-participant implicit measure of how strongly cognitive, emotional, behavioral, and value-laden frames have been activated by that experience.</p>Method<p>ISIT operates by clustering frames extracted from the verbal report’s extended knowle
NCL Data2026 · dataset
<p>Evaluation parameters of the models for Bengali text summarization.</p><p>Evaluation parameters of the models for Bengali text summarization.</p>
NCL Data2026 · dataset
Photobiomodulation for temporomandibular disorders: A scoping review of laser-parameter reporting in controlled trials<p>To map the controlled-trial evidence on photobiomodulation (PBM) for temporomandibular disorders (TMDs), chart the laser dosimetric parameters, quantify reporting completeness, and identify standardization priorities.</p> <p>Scoping review per JBI methodology, reported per PRISMA-ScR, and registered on the Open Science Framework (project hdz53). PubMed/MEDLINE, the Cochrane Library (CENTRAL and
NCL Data2026 · dataset
Supplementary file 1_Beyond digital accessibility: an integrated framework for evaluating inclusive quality in asynchronous online higher education.docxIntroduction<p>Inclusive online education requires more than technical accessibility, yet digital accessibility, Universal Design for Learning (UDL), and pedagogical quality are often evaluated separately. This study developed an integrated framework for assessing inclusive quality in asynchronous online higher education.</p>Methods<p>Twenty preliminary indicators were derived from the literature
NCL Data2026 · dataset
<p>eSign data extraction.</p><div><p>Uptake of evidence-based interventions that prevent cancer is very low. Electronic signposting using digital messages sent via electronic healthcare systems is increasingly utilised to improve service reach and uptake. However, theory for optimising the implementation of electronic signposting to cancer prevention interventions is lacking. We sought to generate a novel programme theory to
NCL Data2026 · dataset
<b>Multimodal Image-Text Translation</b><p dir="ltr">This study examined the impact of structured instruction on integrating images with text on the translation abilities of undergraduate students. It examined how the experimental group experienced and used visual information when making translation decisions through interviews.</p><p><br></p>
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue · unknown
Comparison of auditory perception between behavioural and objective MAPs in cochlear implant users: a systematic review<p>This systematic review (PROSPERO ID: CRD42024573626) explores whether objective MAPs result in better auditory perception than behavioural MAPs in cochlear implant (CI) users.</p> <p>Medline, Embase, Web of Science, CENTRAL, CINAHL Plus with Full Text, and Google Scholar were last searched in January 2026. English or French peer-reviewed full-length published articles comparing auditory percept
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Supplementary file 1_Clinical characteristics and early hematoma dynamics in a selected cohort of 199 patients with spontaneous intracerebral hemorrhage who underwent 24-hour follow-up imaging: a retrospective single-center study.docBackground<p>Spontaneous intracerebral hemorrhage (sICH) is a devastating subtype of stroke with high morbidity and mortality. Early hematoma expansion (HE) is a key modifiable factor associated with neurological deterioration. Data on early HE dynamics in China populations with relatively late presentation (median time to admission >6 h) remain limited.</p>Methods<p>This retrospective single-cent
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Multimodal Non-Invasive Physiological Signal Dataset<p dir="ltr"># Multimodal Non-Invasive Physiological Signal Dataset</p><p dir="ltr"><br></p><p dir="ltr">This dataset contains non-invasive physiological signals (ECG, EEG, and PPG) collected from 32 participants across three distinct cognitive states: rest, stress induced by calculation tasks, and stress induced by identification tasks.</p><p dir="ltr"><br></p><p dir="ltr">## Directory Structure<
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Supplementary file 1_An annotated cucumber leaf image dataset for detection of visible damage and abnormal color symptoms in complex cultivation environments.docx<p>Field-deployable plant-health vision systems require datasets that preserve natural variation in illumination, scale, occlusion, and background clutter. This Data Report describes a fixed public release of 500 RGB JPEG images of cucumber leaves collected at three protected-cultivation facilities in Kazakhstan. The collection contains 250 healthy-leaf images and 250 affected-leaf images. Decoder
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Core-level and valence band spectroscopy data and calculations for imidazole<p dir="ltr">Dataset for all figures in associated manuscript. The dataset includes high-resolution resonant Auger electron spectroscopy measurements of imidazole at both the nitrogen and carbon K-edges, combined with complementary quantum chemical simulations. Valence band core level photoelectron spectra are also included as well as polarisation dependent measurements. Quantum chemical calculati
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Data Sheet 1_An annotated cucumber leaf image dataset for detection of visible damage and abnormal color symptoms in complex cultivation environments.csv<p>Field-deployable plant-health vision systems require datasets that preserve natural variation in illumination, scale, occlusion, and background clutter. This Data Report describes a fixed public release of 500 RGB JPEG images of cucumber leaves collected at three protected-cultivation facilities in Kazakhstan. The collection contains 250 healthy-leaf images and 250 affected-leaf images. Decoder
figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Supplementary Movie CaptionsSupplementary Movie Captions with Alt text included.
ZivaHub + Deakin Research Online + DMU Figshare + UCL Research Data Repository2026 · dataset
<p>Word cloud of high-frequency keywords in Zhangjiajie tourist reviews.</p><p>The visualization is generated from 8,592 user-generated reviews using Python-based text mining and word cloud analysis.</p>