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GenerateTextEmbeddingDataPromptTemplateDict
TextPrompt dictionary containing text embedding tasks
generation, query, positive and hard negative samples generation,
from the “Improving Text Embeddings with Large Language Models” paper.
Parameters:
- GENERATE_TASKS (TextPrompt): A prompt to generate a list
- of: obj:
num_taskssynthetic text_embedding tasks. - ASSISTANT_PROMPT (TextPrompt): A system prompt for the AI assistant to generate synthetic :obj:
user_query, :obj:positive document, - and: obj:
hard_negative_documentfor a specific :obj:taskwith specified parameters including :obj:query_type, :obj:query_length, :obj:clarity, :obj:num_words, :obj:languageand :obj:difficulty.