case_id stringclasses 10
values | card_type stringclasses 1
value | expected_decision stringclasses 1
value | context dict | reference_output dict |
|---|---|---|---|---|
event_positive_00 | event | serve | {
"user": {
"local_status": "local",
"preference_tags": [
"户外",
"轻松活动"
]
},
"environment": {
"district": "星河城区",
"local_hour": 9,
"weather": "晴朗"
},
"event": {
"theme": "周末市集",
"status": "active",
"distance_km": 1.3,
"relevance": 0.72,
"fact_line": "今天10... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "上午,用户位于星河城区,面对一个周末市集事件",
"need": "判断周末市集是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于上午",
"当前天气为晴朗",
"用户属于常驻城市",
"事件状态... |
event_positive_01 | event | serve | {
"user": {
"local_status": "visitor",
"preference_tags": [
"亲子",
"室内"
]
},
"environment": {
"district": "云杉城区",
"local_hour": 11,
"weather": "小雨"
},
"event": {
"theme": "亲子手作",
"status": "active",
"distance_km": 2.1,
"relevance": 0.79,
"fact_line": "今天1... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "午间,用户位于云杉城区,面对一个亲子手作事件",
"need": "判断亲子手作是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于午间",
"当前天气为小雨",
"用户属于到访城市",
"事件状态... |
event_positive_02 | event | serve | {
"user": {
"local_status": "local",
"preference_tags": [
"音乐",
"夜间活动"
]
},
"environment": {
"district": "南湖城区",
"local_hour": 15,
"weather": "阴天"
},
"event": {
"theme": "户外音乐会",
"status": "active",
"distance_km": 3.6,
"relevance": 0.84,
"fact_line": "今天... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "下午,用户位于南湖城区,面对一个户外音乐会事件",
"need": "判断户外音乐会是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于下午",
"当前天气为阴天",
"用户属于常驻城市",
"事件... |
event_positive_03 | event | serve | {
"user": {
"local_status": "visitor",
"preference_tags": [
"文化",
"安静"
]
},
"environment": {
"district": "石桥城区",
"local_hour": 19,
"weather": "晴朗"
},
"event": {
"theme": "城市展览",
"status": "active",
"distance_km": 4.4,
"relevance": 0.9,
"fact_line": "今天13... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "晚间,用户位于石桥城区,面对一个城市展览事件",
"need": "判断城市展览是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于晚间",
"当前天气为晴朗",
"用户属于到访城市",
"事件状态... |
event_positive_04 | event | serve | {
"user": {
"local_status": "local",
"preference_tags": [
"户外",
"轻松活动"
]
},
"environment": {
"district": "星河城区",
"local_hour": 20,
"weather": "微风"
},
"event": {
"theme": "夜间灯会",
"status": "active",
"distance_km": 5.2,
"relevance": 0.68,
"fact_line": "今天1... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "晚间,用户位于星河城区,面对一个夜间灯会事件",
"need": "判断夜间灯会是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于晚间",
"当前天气为微风",
"用户属于常驻城市",
"事件状态... |
event_positive_05 | event | serve | {
"user": {
"local_status": "visitor",
"preference_tags": [
"亲子",
"室内"
]
},
"environment": {
"district": "云杉城区",
"local_hour": 9,
"weather": "晴朗"
},
"event": {
"theme": "周末市集",
"status": "active",
"distance_km": 1.3,
"relevance": 0.72,
"fact_line": "今天15... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "上午,用户位于云杉城区,面对一个周末市集事件",
"need": "判断周末市集是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于上午",
"当前天气为晴朗",
"用户属于到访城市",
"事件状态... |
event_positive_06 | event | serve | {
"user": {
"local_status": "local",
"preference_tags": [
"音乐",
"夜间活动"
]
},
"environment": {
"district": "南湖城区",
"local_hour": 11,
"weather": "小雨"
},
"event": {
"theme": "亲子手作",
"status": "active",
"distance_km": 2.1,
"relevance": 0.79,
"fact_line": "今天1... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "午间,用户位于南湖城区,面对一个亲子手作事件",
"need": "判断亲子手作是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于午间",
"当前天气为小雨",
"用户属于常驻城市",
"事件状态... |
event_positive_07 | event | serve | {
"user": {
"local_status": "visitor",
"preference_tags": [
"文化",
"安静"
]
},
"environment": {
"district": "石桥城区",
"local_hour": 15,
"weather": "阴天"
},
"event": {
"theme": "户外音乐会",
"status": "active",
"distance_km": 3.6,
"relevance": 0.84,
"fact_line": "今天... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "下午,用户位于石桥城区,面对一个户外音乐会事件",
"need": "判断户外音乐会是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于下午",
"当前天气为阴天",
"用户属于到访城市",
"事件... |
event_positive_08 | event | serve | {
"user": {
"local_status": "local",
"preference_tags": [
"户外",
"轻松活动"
]
},
"environment": {
"district": "星河城区",
"local_hour": 19,
"weather": "晴朗"
},
"event": {
"theme": "城市展览",
"status": "active",
"distance_km": 4.4,
"relevance": 0.9,
"fact_line": "今天18... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "晚间,用户位于星河城区,面对一个城市展览事件",
"need": "判断城市展览是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于晚间",
"当前天气为晴朗",
"用户属于常驻城市",
"事件状态... |
event_positive_09 | event | serve | {
"user": {
"local_status": "visitor",
"preference_tags": [
"亲子",
"室内"
]
},
"environment": {
"district": "云杉城区",
"local_hour": 20,
"weather": "微风"
},
"event": {
"theme": "夜间灯会",
"status": "active",
"distance_km": 5.2,
"relevance": 0.68,
"fact_line": "今天1... | {
"card_type": "event",
"decision": "serve",
"need_record": {
"situation": "晚间,用户位于云杉城区,面对一个夜间灯会事件",
"need": "判断夜间灯会是否值得在当前时机提醒",
"constraints": [
"事实必须在当前时间有效",
"不使用未提供的行程或订单信息",
"优先当前可达且距离合理的内容"
],
"evidence": [
"时间处于晚间",
"当前天气为微风",
"用户属于到访城市",
"事件状态... |
Scenario Context Agent Cards
这是一个完全合成的数据集,用于演示 Agent 如何根据用户情景和多源 Context 生成两类主动服务卡片:事件提醒卡和 POI 推荐卡。
配置
event_positive:应当输出事件提醒卡的案例;event_negative:应当保持沉默的事件案例;poi_positive:应当输出 POI 推荐卡的案例;poi_negative:不应当推荐 POI 的案例。
当前每个配置包含 10 条案例,共 40 条。数据中的用户、地点、事件、ID、天气和位置均为虚构内容。
数据结构
每条记录包含:
case_id:案例 ID;card_type:event或poi;context:合成用户、环境、事件或候选 POI;expected_decision:serve或stay_silent;reference_output:公开基线生成的参考需求记录、决策、卡片和理由。
完整生成结果还会包含 need_record、card、decision_reasons 和 validation 等字段,生成逻辑见关联 GitHub 项目。
使用边界
本数据集不包含真实用户、真实地点或商业产品数据,不适合用于真实用户画像、商业推荐或安全判断。它是一个用于方法演示和流程复现的研究原型。
项目代码和完整方法:GitHub repository;交互演示:Hugging Face Space
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