TextPulse Blog

Page 26 of 32.

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
Table comparing BibTeX vs BibLaTeX by formatting logic, backend processor and Unicode support
Academic Writing

BibTeX vs BibLaTeX Explained

BibTeX and BibLaTeX store citations in a similar file, but they process and format that data in completely different ways. Here is the backend difference that actually separates them, why BibLaTeX handles non-English and unusual sources better, and what switching actually costs.

5 min read