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 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…
Preprint
(c) 2026 Pranay Mahendrakar. Licensed under CC BY 4.0. Life of Research Unlearning benchmarks judge forgetting by questioning a bare model and reading its answer. A September 2026 benchmark argues that a certificate issued this way does not survive deployment: wrapped in a tool-using agent, the…
Thesis / Dissertation
This thesis is divided into two areas of investigation. Firstly, acknowledging the use of New Empirical Industrial Organisation Techniques (NEIO) on prior market power literature, this study extends the literature by examining the market power of retailers towards the consumers and of retailers…
Thesis / Dissertation
Civilisation, religion, and historical consciousness have played fundamental roles in shaping the contemporary world. From the emergence of early urban societies in Mesopotamia and ancient Egypt to the philosophical, religious, and political traditions of South Asia, China, Greece, and Rome, human…
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