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Natural Language Processing
Text, speech, translation, and retrieval with modern NLP techniques.
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Latest in Natural Language Processing
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....
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…...
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…...
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 …...
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…...
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…...
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....
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…...
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…...
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…...