Thesis / Dissertation
Explores the idea how written language communicates and becomes part of the illustration in Japanese manga and contemporary Japanese art. By comparing four case studies.
Preprint
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research Automatic detection of personally identifiable information (PII) is the step that decides what text may leave an organisation, and its published record appears to contradict itself. Clinical de-identification systems have been…
Journal article
The advancement of French language studies in Nigeria requires innovative teaching and learning approaches that respond to the changing demands of contemporary education and technological development. Traditional methods of teaching French, which often emphasize grammar translation, memorization…
Preprint
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research Most feature-based interpretability reads a transformer one layer at a time. A probe, a lens or a sparse dictionary is fitted to the residual stream, or to one layer's output, at a chosen depth, and what it finds there is…
Preprint
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research A September 2026 study of farm-machinery traversability reports that a forward-facing near-infrared camera appears to beat a colour camera on a paddy-boundary class under its corpus's own sequence-level split, that the…
Preprint
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research When a language model says it is experiencing something, a standard objection holds that the sentence reflects human first-person writing in its training data and is no evidence of anything inside the model; a 2026 paper…
Preprint
Autonomous AI agents increasingly combine language-model reasoning with tools that can inspect, modify, and act upon external environments. Their reliability therefore depends on more than the quality of generated text: an agent must preserve the user's authorized objective, distinguish…
Preprint
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research A September 2026 study compares an 8B general-purpose instruction-tuned model with a medically fine-tuned checkpoint built on the same base and finds that the general model scores higher both at selecting the meaning of…
Other
A simple guide to researching Caribbean medical schools. Discover which schools are accredited, what are the requirements to apply, deadlines and tuition, cost of living, and residency options. This is a beginner guide to comparing the Big Four Caribbean medical schools, and about how to find and…
Journal article
Transfer learning with partial fine-tuning separates the two classes almost perfectly on a slice-level split, and fine-tuning EfficientNet-B0 removes the baseline's specificity failure. However, the reported figures should be read as an upper bound on clinical performance until they are reproduced…
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