NLP

RoPE, Clearly Explained

There are many good resources explaining the transformer architecture online, but Rotary Position Embedding (RoPE) is commonly poorly explained or skipped entirely. RoPE was first introduced within the paper RoFormer: Enhanced Transformer with Rotary Position...

Tips on how to Construct a Neural Machine Translation System for a Low-Resource Language

of the AI boom, the pace of technological iteration has reached an unprecedented level. Previous obstacles now appear to have viable solutions. This text serves as an “NMT 101” guide. While introducing our...

Topic Modeling Techniques for 2026: Seeded Modeling, LLM Integration, and Data Summaries

1. Topic modelling has recently progressed in two directions. The improved statistical methods stream of Python packages focuses on more robust, efficient, and preprocessing-free models, producing fewer junk topics (e.g., FASTopic). The opposite relies...

Hugging Face Transformers in Motion: Learning How To Leverage AI for NLP

(NLP) revolutionized how we interact with technology. Do you remember when chatbots first appeared and appeared like robots? Thankfully, that’s prior to now! Transformer models have waved their magic wand and reshaped NLP tasks....

Spectral Community Detection in Clinical Knowledge Graphs

Introduction can we discover latent groups of patients in a big cohort? How can we discover similarities amongst patients that transcend the well-known comorbidity clusters related to specific diseases? And more importantly, how can...

How Relevance Models Foreshadowed Transformers for NLP

— that he saw further only by standing on the shoulders of giants — captures a timeless truth about science. Every breakthrough rests on countless layers of prior progress, until someday … all...

Constructing Fact-Checking Systems: Catching Repeating False Claims Before They Spread

: Why We Need Automated Fact-Checking Compared to the standard media, where articles are edited and verified before getting published, social media modified the approach completely. Suddenly, everyone could raise their voice. Posts are shared...

Mastering NLP with spaCy – Part 3

It can be crucial to know methods to use spaCy rules to discover patterns inside some text. There are entities like times, dates, IBANs and emails that follow a strict structure, so it is...

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