{
  "topic": "ai-hallucination",
  "type": "fill_blank",
  "schema_version": "1.0.0",
  "generated": "2026-09-02T00:00:00Z",
  "questions": [
    {
      "id": "fb-001",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "在 Critic 架构流程中，执行 Agent 产出结果后，Critic Agent 提供评分和反馈，若未达标则反馈回 Agent 进行______。",
      "explanation": "Critic 流程中，未达标时反馈返回给 Agent 修改后重新评估。",
      "source": null,
      "related": [],
      "answer": [
        "修改"
      ],
      "answer_rule": "any"
    },
    {
      "id": "fb-002",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "Critic 评估维度中，准确性（Accuracy）的权重是______。",
      "explanation": "准确性（事实正确性）在所有评估维度中权重最高，为 0.3。",
      "source": null,
      "related": [],
      "answer": [
        "0.3"
      ],
      "answer_rule": "any"
    },
    {
      "id": "fb-003",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "三层评估体系由自动评估、AI 评估和______评估组成。",
      "explanation": "三层评估：自动（Schema/测试/Lint）、AI（Critic 评分）、人工（Code Review/验收）。",
      "source": null,
      "related": [],
      "answer": [
        "人工"
      ],
      "answer_rule": "any"
    },
    {
      "id": "fb-004",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "评分实现中，加权总分的通过阈值是______。",
      "explanation": "评分系统要求加权总分 ≥ 0.8 才算通过。",
      "source": null,
      "related": [],
      "answer": [
        "0.8"
      ],
      "answer_rule": "any"
    },
    {
      "id": "fb-005",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "当 AI 生成与客观事实不符的内容（如编造不存在的 API），这叫做______幻觉。",
      "explanation": "事实性幻觉指生成与客观事实不符的内容，如编造不存在的函数或 API。",
      "source": null,
      "related": [],
      "answer": [
        "事实性"
      ],
      "answer_rule": "any"
    },
    {
      "id": "fb-006",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "Context Engineering 的核心思想是用精准、充分的上下文来减少模型的______空间。",
      "explanation": "Context Engineering 旨在通过提供精准上下文来最小化模型的猜测空间。",
      "source": null,
      "related": [],
      "answer": [
        "猜测"
      ],
      "answer_rule": "any"
    },
    {
      "id": "fb-007",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "上下文组成包括：System Prompt、Knowledge Base、History 和______。",
      "explanation": "四大组件：系统提示、知识库、对话历史和检索到的上下文（RAG）。",
      "source": null,
      "related": [],
      "answer": [
        "Retrieved Context"
      ],
      "answer_rule": "any"
    },
    {
      "id": "fb-008",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "Sub-agent Adversarial Verify 中使用______投票来决定是否接受输出。",
      "explanation": "系统使用多数投票：多数验证 Agent 通过则接受，否则重新生成。",
      "source": null,
      "related": [],
      "answer": [
        "多数"
      ],
      "answer_rule": "any"
    },
    {
      "id": "fb-009",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "验证提示要求 Agent 对每个声明给出的裁决是：CONFIRMED、REFUTED 或______。",
      "explanation": "每个声明的裁决为三选一：CONFIRMED（确认）、REFUTED（反驳）、UNCERTAIN（不确定）。",
      "source": null,
      "related": [],
      "answer": [
        "UNCERTAIN"
      ],
      "answer_rule": "any"
    },
    {
      "id": "fb-010",
      "type": "fill_blank",
      "difficulty": 2,
      "tags": [
        "ai",
        "hallucination",
        "critic"
      ],
      "question": "RAG 的全称是 Retrieval ______ Generation。",
      "explanation": "RAG 全称 Retrieval Augmented Generation（检索增强生成）。",
      "source": null,
      "related": [],
      "answer": [
        "Augmented"
      ],
      "answer_rule": "any"
    }
  ]
}