{"slug": "natural-language-processing-and-llms", "title": "Natural Language Processing and LLMs", "summary": "A developer exploring local AI tasks found that writing custom code to handle natural language queries would be faster than LLM inference but would fail on complex prompts due to the inherent complexity and edge cases of natural languages. The developer concluded that using an LLM like Gemma 4 E4B is the obvious solution, and attempting to handle natural languages without a trained model is a bad idea.", "body_md": "After using an LLM in `llama-cpp`\n\nto handle local tasks, I started wondering: why couldn't I write some **code** to **handle the queries** faster than the LLM inference? This might work for simple prompts, but it would fail on anything complex.\n\nNatural Language Processing is a field of AI, and Large Language Models are a subset of NLP. The main problem with **natural languages** is that they have a lot of **complexity**—there are nearly endless edge cases.\n\nSo a simple parser written would:\n\n• Work many times faster than an LLM.\n\n• Fail on many prompts that an LLM might correctly handle.\n\n• End up being an excessive amount of work with rather poor results due to the special case handling required.\n\nUsing an LLM like **Gemma 4 E4B** for natural language processing is the obvious solution. It is probably a **bad idea** to attempt to handle natural languages at all without a model that has **trained data**, due to the edge cases and quirks of languages.", "url": "https://wpnews.pro/news/natural-language-processing-and-llms", "canonical_source": "https://www.dotnetperls.com/2026_8_4_natural-language-processing-llms", "published_at": "2026-08-04 07:00:00+00:00", "updated_at": "2026-08-04 16:48:31.850632+00:00", "lang": "en", "topics": ["natural-language-processing", "large-language-models"], "entities": ["Gemma 4 E4B", "llama-cpp"], "alternates": {"html": "https://wpnews.pro/news/natural-language-processing-and-llms", "markdown": "https://wpnews.pro/news/natural-language-processing-and-llms.md", "text": "https://wpnews.pro/news/natural-language-processing-and-llms.txt", "jsonld": "https://wpnews.pro/news/natural-language-processing-and-llms.jsonld"}}