TextPulse Blog

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Table showing how to reformat a reference list for a different journal, author-date versus numbered style
Academic Writing

How to Reformat a Reference List for a Different Journal

Reformatting a reference list for a new journal is more than punctuation. The in-text citations change shape, the list reorders, and every cross-reference in the text has to follow. Here is what changes, what a reference manager automates, and what breaks silently when it is done by hand.

5 min read
Diagram illustrating token probability ai detection: a language model's next-token distribution turning into a log-likelihood score
AI Detection

Token Probability and Log-Likelihood in AI Detection

Perplexity gets the attention, but the arithmetic underneath it is token probability: what the model's distribution over the next word actually contains, why detection math runs in log space instead of raw probability, and how a string of per-token scores becomes one number.

6 min read
Table answering what do markers look for in an essay, broken down by argument, evidence, structure and presentation
Academic Writing

What Tutors Actually Mark Down For

Presentation is what students polish the night before a deadline. A published marking rubric says it is usually the narrowest of the categories that decide a grade. Here is where the weight actually sits, and why.

5 min read