What does Answer-ready mean in the big language model? How to translate?

Answer-readyStandard translation:Can answer directly,ready-made answer type

1. Word formation:answer(Answer/Answer)ready(Ready, ready-made)

2. Literal:Ready to give a direct answer

This is a term commonly used in the LLM field and has two meanings:

1. Content attributerefers toNo model re-reasoning, retrieval, processing, it can be directly output as the text/knowledge base content of the answer. Corresponding antonym:reasoning-needed(need reasoning),retrieval-needed(Retrieval required).

2. Common Use Cases

• Answer-ready data / corpus:ready-made answer corpus(Pre-stored standard answer text in training/knowledge base)

• Answer-ready content:Direct answer type content(Suitable for question and answer, FAQ, standard answer, fixed speech)

• Contrast distinction:

  • Answer-ready: simple question and answer, fixed answer, speech, FAQ (low reasoning cost)

  • Generative/Reasoning content: Open authoring, logical reasoning, complex analysis (requires model generation thinking)

1. This is typical answer-ready content for customer service. This is typical customer serviceDirect answer type content.

2. We separate answer-ready texts from reasoning tasks.out-of-the-box answer textA distinction is made between reasoning tasks.