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E-commerce","智能客服：通过自然语言对话理解用户需求，提供产品推荐、订单查询、退换货支持等服务，提升客户满意度。\n个性化营销推荐：基于用户浏览、购买、偏好等行为数据，生成个性化推荐内容与优惠策略，提高转化率和客单价。\n商品内容生成：自动撰写商品标题、卖点描述、使用说明等内容，适用于海量SKU的内容生产与多语言发布。","buy",{"id":520,"value":520,"name":521,"intro":522,"add_value":523,"describe":8},10,"Security & Protection",null,"safe-shield-line",{"id":525,"value":525,"name":526,"intro":522,"add_value":527,"describe":8},11,"Environment & Climate","weather",{"id":529,"value":529,"name":530,"intro":522,"add_value":531,"describe":8},12,"Energy & Resource","energy-leaf",{"id":533,"value":533,"name":534,"intro":522,"add_value":535,"describe":8},13,"Express & Logistics","speed-outline",{"id":537,"value":537,"name":538,"intro":522,"add_value":539,"describe":8},15,"Sports","baseball-outline",{"id":541,"value":541,"name":542,"intro":522,"add_value":543,"describe":8},16,"General Data","daily-booth",{"id":545,"value":545,"name":546,"intro":522,"add_value":547,"describe":8},17,"Content & 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Culture","lang",{"id":564,"unique_code":565,"title":566,"icon":8,"intro":567,"cate":483,"detail":568,"create_time":569,"update_time":570,"price":571,"view_count":510,"download_count":572,"unit":572,"amount":573,"is_create_order":572,"enterprise_id":488,"seo_keywords":574,"seo_description":575,"data_format":576,"file_size":577,"apply_scene":578,"training_task":579,"version":580,"dataset_type_id":492,"dataset_scene_id":483,"sample_file":581,"banner":8,"unit_name":8,"cate_name":449,"icon_url":8,"banner_url":8,"sample_file_url":8,"data_dict":582,"qa_list":619,"sample_metadatas":636,"text_sample_content":673,"enterprise_name":674,"enterprise_logo":675,"data_distribution":676},1337,"3b5af8a58a9e3217981b16a8638f2811","High-Deductible Health Plan Cost-Sharing Question Answering Dataset","Train models to reason about patients&#039; potential costs by linking health plan terms to care scenarios.","\u003Cp>This dataset covers deductibles, coinsurance, copayments, and out-of-pocket maximums in high-deductible health plans through plan terms, care scenarios, and cost-related questions and answers. Each example requires applying plan provisions to a specific care scenario and includes a step-by-step explanation of the resulting cost-sharing treatment. It supports training and evaluation of models that interpret insurance terms, answer healthcare cost questions, and perform multi-hop cost reasoning.\u003C\u002Fp>","2026-10-19 12:25:10","2026-10-19 17:20:14","0.00",0,5000,"high-deductible health plan,health insurance QA,cost-sharing reasoning,deductible calculation,coinsurance,copayment,out-of-pocket maximum,healthcare cost questions","Question-answer data for high-deductible health plans, covering deductibles, coinsurance, copayments, and out-of-pocket maximums for insurance interpretation,","JSON","0.4GB","high-deductible health plan analysis, patient cost estimation, health insurance benefit assessment","cost-sharing calculation, insurance policy interpretation, multi-step reasoning","V1.0","rivo\u002Fsample-packages\u002F1e23bb88-a46c-461f-8af8-480731e60881\u002F20261019.zip",[583,588,593,598,603,608,613],{"id":572,"name":584,"field":585,"intro":586,"type":587},"File Name","file_name","File name","string",{"id":589,"name":590,"field":591,"intro":592,"type":587},9848,"Answer","answer","A direct response explaining the applicable cost-sharing outcome for the scenario.",{"id":594,"name":595,"field":596,"intro":597,"type":587},9849,"Reasoning","reasoning","A step-by-step explanation connecting plan provisions to the scenario and resulting cost-sharing treatment.",{"id":599,"name":600,"field":601,"intro":602,"type":587},9850,"Care Scenario","care_scenario","The patient's care situation, including relevant services, timing, and any stated costs or coverage details.",{"id":604,"name":605,"field":606,"intro":607,"type":587},9851,"Cost Question","cost_question","A question about how plan terms apply to the care scenario and what costs the patient may owe.",{"id":609,"name":610,"field":611,"intro":612,"type":587},9852,"Plan Document","plan_document","Source plan text containing relevant deductible, copayment, coinsurance, and out-of-pocket maximum provisions.",{"id":614,"name":615,"field":616,"intro":617,"type":618},9853,"Cost Breakdown","cost_breakdown","A structured summary of calculated cost-sharing amounts when supported by the source information.","object",[620,624,628,632],{"id":621,"question":622,"answer":623},6802,"What does the dataset contain?","Examples include health plan text, care scenarios, cost questions, and answers. They may also include step-by-step reasoning and structured cost breakdowns to help models connect plan provisions with specific healthcare services.",{"id":625,"question":626,"answer":627},6803,"Which capabilities can this data support?","It supports multi-hop question answering, health insurance term interpretation, cost-sharing decisions, and healthcare cost explanations. It can also be used for reasoning supervised fine-tuning and evaluation of related tasks.",{"id":629,"question":630,"answer":631},6804,"Can the cost answers be used for actual claims or personal medical decisions?","The data is intended for model training and evaluation, not as a substitute for official plan documents, confirmation from an insurer, or professional advice. Actual costs may depend on network status, service codes, local rules, and plan versions.",{"id":633,"question":634,"answer":635},6805,"How can the dataset be obtained, and what are the licensing terms?","Availability, delivery format, and permitted uses depend on the current product page or platform agreement. Before use, confirm that the license covers your intended training, evaluation, or commercial application.",[637,651,662],{"id":638,"relate_table":639,"relate_id":640,"file_size":572,"file_name":641,"path":8,"duration":572,"cate":483,"file_format":642,"audio_rate":8,"audio_channel":522,"audio_bit_depth":522,"quality":8,"annotation":643,"cate_name":644,"answer":645,"reasoning":646,"care_scenario":647,"cost_question":648,"plan_document":649,"cost_breakdown":650},15404,"union_cubo",110654966,"样例_3.json","json","{\"answer\": \"The member will owe $200, reaching the $3,000 out-of-pocket maximum. The plan will pay $800 for the service, and nothing will remain before the member reaches the maximum.\", \"reasoning\": \"1. The deductible is already met, so the $1,000 allowed amount is initially subject to 30% coinsurance, or $300. 2. The member is only $200 below the $3,000 out-of-pocket maximum ($3,000 - $2,800). 3. The member therefore pays only $200 of the otherwise applicable $300 coinsurance; after the maximum is reached, the plan pays the remainder of the covered allowed amount. 4. The plan pays $1,000 - $200 = $800, and the remaining out-of-pocket maximum is $0.\", \"care_scenario\": \"The member has met the $1,000 deductible and has accumulated $2,800 toward the $3,000 out-of-pocket maximum. The member then receives a covered in-network service with an allowed amount of $1,000. No copayment or other charge applies.\", \"cost_question\": \"How much of the service's allowed amount will the member owe, and how much will the plan pay after applying the out-of-pocket maximum?\", \"plan_document\": \"For covered in-network services, the individual deductible is $1,000. After the deductible is met, the member pays 30% coinsurance and the plan pays 70% of the allowed amount. The $3,000 individual out-of-pocket maximum includes deductible payments and coinsurance. After the member reaches that maximum, the plan pays 100% of covered in-network allowed amounts for the rest of the plan year.\", \"cost_breakdown\": \"{\\\"cost_sharing_method\\\": \\\"Apply 30% coinsurance, limited to the $200 remaining before the out-of-pocket maximum; the plan pays the rest after the maximum is reached.\\\", \\\"deductible_applied\\\": 0, \\\"copayment_applied\\\": 0, \\\"coinsurance_applied\\\": 200, \\\"plan_payment\\\": 800, \\\"member_responsibility\\\": 200, \\\"remaining_out_of_pocket_maximum\\\": 0}\"}","文本","The member will owe $200, reaching the $3,000 out-of-pocket maximum. The plan will pay $800 for the service, and nothing will remain before the member reaches the maximum.","1. The deductible is already met, so the $1,000 allowed amount is initially subject to 30% coinsurance, or $300. 2. The member is only $200 below the $3,000 out-of-pocket maximum ($3,000 - $2,800). 3. The member therefore pays only $200 of the otherwise applicable $300 coinsurance; after the maximum is reached, the plan pays the remainder of the covered allowed amount. 4. The plan pays $1,000 - $200 = $800, and the remaining out-of-pocket maximum is $0.","The member has met the $1,000 deductible and has accumulated $2,800 toward the $3,000 out-of-pocket maximum. The member then receives a covered in-network service with an allowed amount of $1,000. No copayment or other charge applies.","How much of the service's allowed amount will the member owe, and how much will the plan pay after applying the out-of-pocket maximum?","For covered in-network services, the individual deductible is $1,000. After the deductible is met, the member pays 30% coinsurance and the plan pays 70% of the allowed amount. The $3,000 individual out-of-pocket maximum includes deductible payments and coinsurance. After the member reaches that maximum, the plan pays 100% of covered in-network allowed amounts for the rest of the plan year.","{\"cost_sharing_method\": \"Apply 30% coinsurance, limited to the $200 remaining before the out-of-pocket maximum; the plan pays the rest after the maximum is reached.\", \"deductible_applied\": 0, \"copayment_applied\": 0, \"coinsurance_applied\": 200, \"plan_payment\": 800, \"member_responsibility\": 200, \"remaining_out_of_pocket_maximum\": 0}",{"id":652,"relate_table":639,"relate_id":653,"file_size":572,"file_name":654,"path":8,"duration":572,"cate":483,"file_format":642,"audio_rate":8,"audio_channel":522,"audio_bit_depth":522,"quality":8,"annotation":655,"cate_name":644,"answer":656,"reasoning":657,"care_scenario":658,"cost_question":659,"plan_document":660,"cost_breakdown":661},15403,1855201071,"样例_2.json","{\"answer\": \"The member will owe $59 in total: a $35 office-visit copayment and $24 in laboratory coinsurance. The plan will pay $241, and $3,041 will remain before the member reaches the out-of-pocket maximum.\", \"reasoning\": \"1. The office visit is subject to a $35 copayment, so the plan pays the remaining $145 of its $180 allowed amount. 2. The laboratory deductible has already been met, so the $120 laboratory allowed amount is subject to 20% coinsurance. The member owes $24 and the plan pays $96. 3. Across both services, the member owes $35 + $24 = $59, while the plan pays $145 + $96 = $241. 4. Both forms of cost-sharing count toward the out-of-pocket maximum, leaving $4,000 - ($900 + $59) = $3,041.\", \"care_scenario\": \"The member has already met the individual deductible and has accumulated $900 toward the out-of-pocket maximum. During one visit, the member receives a covered in-network primary care office visit with an allowed amount of $180 and covered in-network laboratory services with an allowed amount of $120. The deductible remains satisfied when these services are processed.\", \"cost_question\": \"What is the member's total responsibility for the office visit and laboratory services, and what will the plan pay?\", \"plan_document\": \"For covered in-network primary care office visits, the member pays a $35 copayment; the deductible does not apply to these visits. Covered in-network laboratory services are subject to the deductible, then 20% member coinsurance. The plan pays the balance of the allowed amount. Copayments and coinsurance count toward the $4,000 individual out-of-pocket maximum. Once the maximum is reached, the plan pays 100% of covered in-network allowed amounts for the rest of the plan year.\", \"cost_breakdown\": \"{\\\"cost_sharing_method\\\": \\\"Apply the $35 office-visit copayment and 20% coinsurance to laboratory services after the deductible has been met.\\\", \\\"deductible_applied\\\": 0, \\\"copayment_applied\\\": 35, \\\"coinsurance_applied\\\": 24, \\\"plan_payment\\\": 241, \\\"member_responsibility\\\": 59, \\\"remaining_out_of_pocket_maximum\\\": 3041}\"}","The member will owe $59 in total: a $35 office-visit copayment and $24 in laboratory coinsurance. The plan will pay $241, and $3,041 will remain before the member reaches the out-of-pocket maximum.","1. The office visit is subject to a $35 copayment, so the plan pays the remaining $145 of its $180 allowed amount. 2. The laboratory deductible has already been met, so the $120 laboratory allowed amount is subject to 20% coinsurance. The member owes $24 and the plan pays $96. 3. Across both services, the member owes $35 + $24 = $59, while the plan pays $145 + $96 = $241. 4. Both forms of cost-sharing count toward the out-of-pocket maximum, leaving $4,000 - ($900 + $59) = $3,041.","The member has already met the individual deductible and has accumulated $900 toward the out-of-pocket maximum. During one visit, the member receives a covered in-network primary care office visit with an allowed amount of $180 and covered in-network laboratory services with an allowed amount of $120. The deductible remains satisfied when these services are processed.","What is the member's total responsibility for the office visit and laboratory services, and what will the plan pay?","For covered in-network primary care office visits, the member pays a $35 copayment; the deductible does not apply to these visits. Covered in-network laboratory services are subject to the deductible, then 20% member coinsurance. The plan pays the balance of the allowed amount. Copayments and coinsurance count toward the $4,000 individual out-of-pocket maximum. Once the maximum is reached, the plan pays 100% of covered in-network allowed amounts for the rest of the plan year.","{\"cost_sharing_method\": \"Apply the $35 office-visit copayment and 20% coinsurance to laboratory services after the deductible has been met.\", \"deductible_applied\": 0, \"copayment_applied\": 35, \"coinsurance_applied\": 24, \"plan_payment\": 241, \"member_responsibility\": 59, \"remaining_out_of_pocket_maximum\": 3041}",{"id":663,"relate_table":639,"relate_id":664,"file_size":572,"file_name":665,"path":8,"duration":572,"cate":483,"file_format":642,"audio_rate":8,"audio_channel":522,"audio_bit_depth":522,"quality":8,"annotation":666,"cate_name":644,"answer":667,"reasoning":668,"care_scenario":669,"cost_question":670,"plan_document":671,"cost_breakdown":672},15402,924378439,"样例_1.json","{\"answer\": \"The member will owe $440: $300 toward the remaining deductible and $140 in coinsurance. The plan will pay $560, and $3,360 will remain before the member reaches the out-of-pocket maximum.\", \"reasoning\": \"1. The deductible is $1,500, and the member has already paid $1,200, so $300 of the service's $1,000 allowed amount is applied to the deductible. 2. The remaining $700 is subject to 20% coinsurance, which is $140 for the member; the plan pays the other $560. 3. The member's cost for this service is $300 + $140 = $440. 4. The member had accumulated $1,200 toward the $5,000 out-of-pocket maximum, so the remaining amount is $5,000 - ($1,200 + $440) = $3,360.\", \"care_scenario\": \"The member has paid $1,200 toward the deductible and out-of-pocket maximum this plan year. An in-network covered service has an allowed amount of $1,000. No other cost-sharing applies to this service.\", \"cost_question\": \"How much will the member owe for this service, how much will the plan pay, and how much of the out-of-pocket maximum will remain?\", \"plan_document\": \"For in-network services, the individual deductible is $1,500 per plan year. After the deductible is met, the member pays 20% coinsurance and the plan pays 80% of the allowed amount. Deductible payments and coinsurance count toward the $5,000 individual out-of-pocket maximum. Once the maximum is reached, the plan pays 100% of covered in-network allowed amounts for the rest of the plan year.\", \"cost_breakdown\": \"{\\\"cost_sharing_method\\\": \\\"Apply the remaining deductible first, then 20% member coinsurance on the balance.\\\", \\\"deductible_applied\\\": 300, \\\"copayment_applied\\\": 0, \\\"coinsurance_applied\\\": 140, \\\"plan_payment\\\": 560, \\\"member_responsibility\\\": 440, \\\"remaining_out_of_pocket_maximum\\\": 3360}\"}","The member will owe $440: $300 toward the remaining deductible and $140 in coinsurance. The plan will pay $560, and $3,360 will remain before the member reaches the out-of-pocket maximum.","1. The deductible is $1,500, and the member has already paid $1,200, so $300 of the service's $1,000 allowed amount is applied to the deductible. 2. The remaining $700 is subject to 20% coinsurance, which is $140 for the member; the plan pays the other $560. 3. The member's cost for this service is $300 + $140 = $440. 4. The member had accumulated $1,200 toward the $5,000 out-of-pocket maximum, so the remaining amount is $5,000 - ($1,200 + $440) = $3,360.","The member has paid $1,200 toward the deductible and out-of-pocket maximum this plan year. An in-network covered service has an allowed amount of $1,000. No other cost-sharing applies to this service.","How much will the member owe for this service, how much will the plan pay, and how much of the out-of-pocket maximum will remain?","For in-network services, the individual deductible is $1,500 per plan year. After the deductible is met, the member pays 20% coinsurance and the plan pays 80% of the allowed amount. Deductible payments and coinsurance count toward the $5,000 individual out-of-pocket maximum. Once the maximum is reached, the plan pays 100% of covered in-network allowed amounts for the rest of the plan year.","{\"cost_sharing_method\": \"Apply the remaining deductible first, then 20% member coinsurance on the balance.\", \"deductible_applied\": 300, \"copayment_applied\": 0, \"coinsurance_applied\": 140, \"plan_payment\": 560, \"member_responsibility\": 440, \"remaining_out_of_pocket_maximum\": 3360}","{\"answer\":\"The member will owe $200, reaching the $3,000 out-of-pocket maximum. The plan will pay $800 for the service, and nothing will remain before the member reaches the maximum.\",\"reasoning\":\"1. The deductible is already met, so the $1,000 allowed amount is initially subject to 30% coinsurance, or $300. 2. The member is only $200 below the $3,000 out-of-pocket maximum ($3,000 - $2,800). 3. The member therefore pays only $200 of the otherwise applicable $300 coinsurance; after the maximum is reached, the plan pays the remainder of the covered allowed amount. 4. The plan pays $1,000 - $200 = $800, and the remaining out-of-pocket maximum is $0.\",\"care_scenario\":\"The member has met the $1,000 deductible and has accumulated $2,800 toward the $3,000 out-of-pocket maximum. The member then receives a covered in-network service with an allowed amount of $1,000. No copayment or other charge applies.\",\"cost_question\":\"How much of the service's allowed amount will the member owe, and how much will the plan pay after applying the out-of-pocket maximum?\",\"plan_document\":\"For covered in-network services, the individual deductible is $1,000. After the deductible is met, the member pays 30% coinsurance and the plan pays 70% of the allowed amount. The $3,000 individual out-of-pocket maximum includes deductible payments and coinsurance. After the member reaches that maximum, the plan pays 100% of covered in-network allowed amounts for the rest of the plan year.\",\"cost_breakdown\":\"{\\\"cost_sharing_method\\\": \\\"Apply 30% coinsurance, limited to the $200 remaining before the out-of-pocket maximum; the plan pays the rest after the maximum is reached.\\\", \\\"deductible_applied\\\": 0, \\\"copayment_applied\\\": 0, \\\"coinsurance_applied\\\": 200, \\\"plan_payment\\\": 800, \\\"member_responsibility\\\": 200, \\\"remaining_out_of_pocket_maximum\\\": 0}\"}","MOBIUSI INC","https:\u002F\u002Fstatic.mobiusi.com\u002Fmobiwusi\u002F20250829\u002F7bf4ac62b4533e2b809998a6f1c5491e.png?Expires=1792463130&OSSAccessKeyId=LTAI5tH8MQqhgeiAtrzCHrxM&Signature=v6Tr8jBrdm4s5wU1SnnyGsYg%2Bhw%3D&x-oss-process=image%2Fresize%2Cm_fill%2Cw_35%2Ch_35",[677,683],{"type":678,"title":679,"count_data":680},"bar","Length distribution",[681],{"name":682,"value":483},"1k lower",{"type":684,"title":685,"count_data":686},"pie","Language distribution",[687],{"name":688,"value":483},"English"]