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examination/topics/qunar-ai-fullstack/ai-memory/single_choice.json
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wonder b567cca425 refactor: 目录结构增加 Topic 层级 topics/qunar-ai-fullstack/
子主题目录从 topics/{slug} 移至 topics/qunar-ai-fullstack/{slug}
前端 fetch 路径改用 subtopic.path 字段

Co-Authored-By: Claude Code <noreply@anthropic.com>
2026-09-02 19:32:58 +08:00

218 lines
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{
"topic": "ai-memory",
"type": "single_choice",
"schema_version": "1.0.0",
"generated": "2026-09-02T00:00:00Z",
"questions": [
{
"id": "sc-001",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "哪种记忆类型代表历史交互记录?",
"explanation": "情景记忆(Episodic Memory)存储过去会话的历史交互记录。",
"source": null,
"related": [],
"options": {
"A": "工作记忆",
"B": "情景记忆",
"C": "语义记忆",
"D": "程序性记忆"
},
"answer": "B"
},
{
"id": "sc-002",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "LRU 淘汰策略的缺点是什么?",
"explanation": "LRU 不考虑访问频率——一次访问就能让条目「续命」。",
"source": null,
"related": [],
"options": {
"A": "实现复杂度高",
"B": "不考虑访问频率,一次访问就能「续命」",
"C": "历史热点问题",
"D": "O(n) 时间复杂度"
},
"answer": "B"
},
{
"id": "sc-003",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "「历史热点问题」与哪种策略相关?",
"explanation": "LFU 有历史热点问题:早期高频但后期不再使用的记忆难以被淘汰。",
"source": null,
"related": [],
"options": {
"A": "LRU 策略",
"B": "LFU 策略",
"C": "混合策略",
"D": "FIFO 策略"
},
"answer": "B"
},
{
"id": "sc-004",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "当两条记忆因上下文不同(如不同项目)而冲突时,应该使用哪种策略?",
"explanation": "上下文化策略:如果上下文不同(不同项目/时期),两条记忆都保留。",
"source": null,
"related": [],
"options": {
"A": "时间衰减",
"B": "来源可信度",
"C": "上下文化",
"D": "置信度加权"
},
"answer": "C"
},
{
"id": "sc-005",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "安全环境 YAML 配置中,来源优先级的权重是多少?",
"explanation": "来源优先级在安全环境配置中的权重是 0.4。",
"source": null,
"related": [],
"options": {
"A": "0.2",
"B": "0.3",
"C": "0.4",
"D": "0.5"
},
"answer": "C"
},
{
"id": "sc-006",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "在危险环境中,对于 Critical 级别的记忆冲突应该怎么做?",
"explanation": "危险环境中,系统停止自动决策,输出冲突记忆并等待人工决策。",
"source": null,
"related": [],
"options": {
"A": "按优先级规则自动采纳",
"B": "保留较新的记忆",
"C": "停止自动决策,输出两条冲突记忆,等待人工决策",
"D": "删除两条冲突记忆"
},
"answer": "C"
},
{
"id": "sc-007",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "除了余弦相似度,还有什么 NLP 技术用于冲突检测?",
"explanation": "NLI 矛盾检测与语义相似度一起用于冲突检测。",
"source": null,
"related": [],
"options": {
"A": "情感分析",
"B": "命名实体识别",
"C": "自然语言推理(NLI)矛盾检测",
"D": "词性标注"
},
"answer": "C"
},
{
"id": "sc-008",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "哪种记忆来源在冲突解决中可信度最高?",
"explanation": "用户明确告知(user_explicit)的可信度最高(importance=1.0)。",
"source": null,
"related": [],
"options": {
"A": "自动生成",
"B": "从对话推断",
"C": "用户确认过的推断",
"D": "用户明确告知"
},
"answer": "D"
},
{
"id": "sc-009",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "记忆存储结构中,哪个字段记录记忆被访问了多少次?",
"explanation": "access_count 字段记录记忆被访问的次数,用于频率计算。",
"source": null,
"related": [],
"options": {
"A": "last_accessed",
"B": "confidence",
"C": "access_count",
"D": "importance"
},
"answer": "C"
},
{
"id": "sc-010",
"type": "single_choice",
"difficulty": 3,
"tags": [
"ai",
"memory",
"lru"
],
"question": "在安全环境中,当优先级规则无法解决冲突时,回退策略是什么?",
"explanation": "安全环境中,优先级规则无法判定时的回退策略是 ask_user。",
"source": null,
"related": [],
"options": {
"A": "删除较旧的记忆",
"B": "保留两条记忆",
"C": "询问用户",
"D": "随机选择"
},
"answer": "C"
}
]
}