{"slug": "ask-hn-how-do-you-make-llm-generated-text-believable", "title": "Ask HN: How do you make LLM generated text believable?", "summary": "A graduate student using LLMs for management and IR tasks struggles with AI-generated reports that appear too polished yet contain hallucinated numbers, risking SEC and boss scrutiny. The user seeks methods to eliminate numerical errors in LLM outputs.", "body_md": "| ||||||||||||||||\n1 point by |\nAs a graudate student who just working as management & IR, I use LLM to do daily jobs , including weekly briefing and\nBut AI generated report looks too good to be checked, and hallucination can't be terminated. But Boss and SEC can not tolerate any number mistakes.\nSo, can you tell me, how do you solve this problem?\n| |||||||||||||||\n|", "url": "https://wpnews.pro/news/ask-hn-how-do-you-make-llm-generated-text-believable", "canonical_source": "https://news.ycombinator.com/item?id=48559823", "published_at": "2026-06-16 18:30:04+00:00", "updated_at": "2026-06-16 18:48:44.468070+00:00", "lang": "en", "topics": ["large-language-models", "ai-safety", "ai-ethics"], "entities": ["SEC"], "alternates": {"html": "https://wpnews.pro/news/ask-hn-how-do-you-make-llm-generated-text-believable", "markdown": "https://wpnews.pro/news/ask-hn-how-do-you-make-llm-generated-text-believable.md", "text": "https://wpnews.pro/news/ask-hn-how-do-you-make-llm-generated-text-believable.txt", "jsonld": "https://wpnews.pro/news/ask-hn-how-do-you-make-llm-generated-text-believable.jsonld"}}