NLP - Text GenerationYou want to generate a story that feels creative and not repetitive. Which technique helps achieve this?ADisabling the model's vocabularyBSetting max_length to 1 to limit outputCIncreasing the temperature parameter to add randomnessDUsing the same prompt repeatedly without changeCheck Answer
Step-by-Step SolutionSolution:Step 1: Understand temperature effectHigher temperature increases randomness, making output more creative and less repetitive.Step 2: Evaluate other optionsLimiting length or repeating prompts reduces creativity; disabling vocabulary breaks generation.Final Answer:Increasing the temperature parameter to add randomness -> Option CQuick Check:Higher temperature = more creativity [OK]Quick Trick: Use higher temperature for creative text [OK]Common Mistakes:MISTAKESSetting very low max_lengthRepeating same prompt expecting varietyDisabling vocabulary disables generation
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More NLP Quizzes Sentiment Analysis Advanced - Lexicon-based approaches (VADER) - Quiz 15hard Sequence Models for NLP - Why sequence models understand word order - Quiz 9hard Sequence Models for NLP - Attention mechanism basics - Quiz 2easy Text Generation - Temperature and sampling - Quiz 12easy Text Generation - N-gram language models - Quiz 6medium Text Similarity and Search - Edit distance (Levenshtein) - Quiz 11easy Text Similarity and Search - Semantic similarity with embeddings - Quiz 6medium Topic Modeling - Topic coherence evaluation - Quiz 15hard Word Embeddings - Word2Vec (CBOW and Skip-gram) - Quiz 3easy Word Embeddings - Why embeddings capture semantic meaning - Quiz 12easy