But how to handle punctuation? The user's text might have punctuation attached to words. For example, "Apple's" would be a brand name? Well, if it's a contraction, maybe not. Wait, "Apple's" is possessive. But if the original is "Apple" as a brand, then "Apple's" is part of it. However, the user said to keep brand names, so maybe we need to consider "Apple's" as a brand if "Apple" is a brand. But this complicates things. Maybe the user expects me to handle such cases by keeping any word that's part of a brand, but again, without clear rules, this is ambiguous.
1. Tokenize the input text into words, taking into account possible contractions and punctuation. 2. For each word, determine if it's a brand name. Use capitalization as a heuristic (capitalized first letter). 3. If not a brand name, generate three variants (synonyms, related words, etc.) and put in spintax. 4. If it is a brand name, leave it as is. 5. Reconstruct the text with the modified words. Download Video Ngintip Cewek Cantik Mandi
- "Apple" is a brand name, left as is. - "is" → are - "a" → a - "great" → superb - "brand" → enterprise But how to handle punctuation