Natural Language Processing

Text, speech, translation, and retrieval with modern NLP techniques.

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dev.to > baaz_a45 > pumping-lemma-explained-proving-a-language-isnt-regular-47h1

Pumping Lemma Explained: Proving a Language Isn't Regular

6+ hour, 3+ min ago   (550+ words) That's not a failure of your drawing skills. It's because the language genuinely isn't regular — and the Pumping Lemma is the tool that lets you prove it, instead of just failing to find a machine and hoping that means something....


mdpi.com > 2076-16/18/3417 > 9176

Applied Sciences, Vol. 16, Pages 9176: A Unified Neural Framework for Punctuation and Capitalization Restoration Using XLM-RoBERTa–BiLSTM

7+ hour, 1+ min ago   (485+ words) Accurate punctuation and capitalization are essential for the readability, interpretability, and structural coherence of machine-generated text. Their absence is particularly problematic in automatic speech recognition outputs and other forms of unstructured text, where missing punctuation and incorrect capitalization reduce both…...


opentrain.ai > jobs > bilingual-mental-health-ai-evaluator--cmu2gkgnv000w0agm6wntkwph

Bilingual Mental Health AI Evaluator

1+ day, 6+ hour ago   (503+ words) Use your psychology or psychiatry expertise to evaluate and improve AI-generated mental health content in a flexible remote contractor role paying $100-$200 per hour. Open to applicants in OpenTrain is the #1 platform for finding and building careers in AI training and…...


medium.com > @tabsalam120 > fine-tuning-pre-trained-transformers-00fecdb163f1

Fine-Tuning Pre-Trained Transformers

15+ hour, 27+ min ago   (32+ words) In the last article, we looked at how models like BERT and GPT are built, and how they’re pre-trained on massive amounts of general text to develop a broad …...


dev.to > andrewshitov > raku-la-lingua-dove-posso-parlare-italiano-k8h

Raku: la lingua dove posso parlare italiano

21+ hour, 38+ min ago   (362+ words) (Raku: the language where I can speak Italian) What these modules allow you to do is switch the built-in keyword dictionary of the language itself and thus write code in a language other than English. Of course, you could always…...


johndcook.com > blog > 09/15/2026 > cosine-similarity

What counts as a large cosine similarity?

23+ hour, 40+ min ago   (457+ words) Machine learning represents words as vectors and measures the similarity of words by the angles between the vectors. where θ is the angle between the vectors, and so This is the cosine similarity between the words represented by x and…...


dev.to > techaarvam > puzzle-solution-revealed-transformer-need-for-position-embedding-3k50

Puzzle Solution Revealed - Transformer: Need for Position Embedding

1+ day, 2+ hour ago   (15+ words) Introduce position embedding, residuals and layers ▶ Watch the 7-minute... Tagged with llm, transformers, machinelearning, ai....


dev.to > vector_skill_academy > what-are-embeddings-how-ai-converts-meaning-into-numbers-lbl

What Are Embeddings? How AI Converts Meaning Into Numbers

1+ day, 4+ hour ago   (1590+ words) Consider these two sentences: "I want to buy a phone with a long-lasting battery." and "Which smartphone should I choose if I don't want to charge it frequently?" The wording barely overlaps. No shared phrase, almost no shared vocabulary. Yet…...


dev.to > tokenlat > language-is-a-routing-problem-not-a-translation-problem-1227

Language is a routing problem, not a translation problem

1+ day, 6+ hour ago   (228+ words) Most teams approach a multilingual support bot as a translation problem. Wire up a translation layer, send everything to one big model, done. We did roughly that the first time, and it mostly worked — until we looked at the bill…...


dev.to > devbiz_2b0f8adf03d8cfa9a0 > how-to-create-a-mental-health-ai-agent-features-compliance-and-real-world-cost-guide--2nnh

How to Create a Mental Health AI Agent: Features, Compliance, and Real-World Cost Guide | create-mental-health-ai-agent

1+ day, 9+ hour ago   (1145+ words) Mental health applications are moving beyond simple chatbots. With advances in large language models, natural language processing, speech technologies, and retrieval-augmented generation, developers can now build AI agents capable of handling more complex conversations and workflows. But building an AI…...