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PlantAI-rag/evaluation/rag_benchmark_testset.json
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{
"version": "1.0",
"created_at": "2026-04-26",
"description": "Gene Family RAG System Evaluation Test Set",
"categories": {
"gene_identification": {
"name": "基因识别与家族成员查询",
"description": "测试RAG系统识别基因家族成员的能力",
"weight": 0.25,
"questions": [
{
"id": "GI-001",
"question": "拟南芥中SUT基因家族有哪些成员?",
"expected_answer": "拟南芥中SUT基因家族包含5个成员:AtSUC1 (AT1G22710), AtSUC2 (AT1G22720), AtSUC3 (AT2G02860), AtSUC4 (AT1G09960), AtSUC5 (AT1G71890)",
"key_entities": ["AtSUC1", "AtSUC2", "AtSUC3", "AtSUC4", "AtSUC5"],
"key_ids": ["AT1G22710", "AT1G22720", "AT2G02860", "AT1G09960", "AT1G71890"],
"difficulty": "easy",
"requires_citation": true
},
{
"id": "GI-002",
"question": "水稻中P450基因家族有多少个成员?",
"expected_answer": "水稻中P450基因家族包含约300-350个成员,具体数量因注释版本而异",
"key_entities": ["P450", "CYP"],
"key_facts": ["300-350 members", "rice", "CYP genes"],
"difficulty": "medium",
"requires_citation": true
},
{
"id": "GI-003",
"question": "苦荞中SPL基因家族包含多少个成员?",
"expected_answer": "苦荞(Fagopyrum tataricum)中SPL基因家族包含24个成员",
"key_entities": ["FtSPL", "SPL", "Fagopyrum tataricum"],
"key_facts": ["24 members", "tartary buckwheat"],
"difficulty": "easy",
"requires_citation": true,
"pmid_reference": "31286919"
},
{
"id": "GI-004",
"question": "番茄中NF-Y基因家族有哪些亚家族?",
"expected_answer": "番茄中NF-Y基因家族包含三个亚家族:NF-YA, NF-YB, NF-YC",
"key_entities": ["NF-YA", "NF-YB", "NF-YC", "Solanum lycopersicum"],
"difficulty": "medium",
"requires_citation": true
},
{
"id": "GI-005",
"question": "拟南芥中WRKY基因家族成员数量及分类",
"expected_answer": "拟南芥中WRKY基因家族包含74个成员,分为三个亚家族:Group I (约13个), Group II (约48个), Group III (约13个)",
"key_entities": ["WRKY", "Group I", "Group II", "Group III"],
"key_facts": ["74 members", "Arabidopsis"],
"difficulty": "medium",
"requires_citation": true
}
]
},
"functional_annotation": {
"name": "功能注释与通路分析",
"description": "测试RAG系统对基因功能、通路和调控关系的理解",
"weight": 0.25,
"questions": [
{
"id": "FA-001",
"question": "SUT基因的主要功能是什么?",
"expected_answer": "SUT基因编码蔗糖转运蛋白(Sucrose Transporter),主要负责植物体内蔗糖的跨膜运输,参与源库关系建立、果实发育、种子填充等过程",
"key_concepts": ["sucrose transport", "source-sink relationship", "membrane transport"],
"go_terms": ["GO:0015782", "GO:0006858"],
"difficulty": "easy",
"requires_citation": true
},
{
"id": "FA-002",
"question": "P450基因在植物次生代谢中的作用",
"expected_answer": "P450基因编码细胞色素P450单加氧酶,在植物次生代谢中参与多种反应:苯丙烷类合成、生物碱合成、萜类合成、激素代谢(如赤霉素、油菜素内酯)等",
"key_pathways": ["phenylpropanoid", "alkaloid", "terpenoid", "hormone metabolism"],
"difficulty": "medium",
"requires_citation": true
},
{
"id": "FA-003",
"question": "SPL转录因子如何调控植物开花时间?",
"expected_answer": "SPL转录因子通过调控miR156-SPL模块影响开花时间。SPL3/4/5直接激活FUL、SOC1等开花整合基因,SPL9/15通过调控miR172影响AP2-like基因",
"key_genes": ["SPL3", "SPL4", "SPL5", "SPL9", "SPL15", "FUL", "SOC1", "AP2"],
"key_mirnas": ["miR156", "miR172"],
"difficulty": "hard",
"requires_citation": true
},
{
"id": "FA-004",
"question": "NF-Y转录因子复合体的组成及其DNA结合特异性",
"expected_answer": "NF-Y是由NF-YA、NF-YB、NF-YC三个亚基组成的异源三聚体。NF-YA负责DNA结合(识别CCAAT盒),NF-YB和NF-YC提供蛋白相互作用界面",
"key_concepts": ["heterotrimer", "CCAAT box", "DNA binding", "subunit interaction"],
"difficulty": "medium",
"requires_citation": true
},
{
"id": "FA-005",
"question": "WRKY转录因子在植物免疫应答中的调控网络",
"expected_answer": "WRKY转录因子形成复杂的调控网络:WRKY18/40/60作为负调控因子形成反馈环路,WRKY70调控SA和JA信号交叉,WRKY33参与MAPK级联反应",
"key_genes": ["WRKY18", "WRKY40", "WRKY60", "WRKY70", "WRKY33"],
"key_pathways": ["SA signaling", "JA signaling", "MAPK cascade"],
"difficulty": "hard",
"requires_citation": true
}
]
},
"comparative_genomics": {
"name": "比较基因组学与进化分析",
"description": "测试RAG系统跨物种比较和进化分析能力",
"weight": 0.25,
"questions": [
{
"id": "CG-001",
"question": "比较拟南芥和水稻SUT基因家族的异同",
"expected_answer": "拟南芥有5个SUT基因,水稻有5个OsSUT基因。两者都分为SUT1/2/4亚家族,但水稻特有的OsSUT5属于不同的进化分支。序列相似度在60-80%之间",
"key_species": ["Arabidopsis", "Oryza sativa"],
"key_facts": ["5 members each", "SUT1/2/4 clades", "60-80% similarity"],
"difficulty": "medium",
"requires_citation": true
},
{
"id": "CG-002",
"question": "SPL基因家族在单子叶和双子叶植物中的扩张模式",
"expected_answer": "SPL基因家族在双子叶(拟南芥17个)和单子叶(水稻19个)中数量相似。但SPL3/4/5亚家族在单子叶中发生扩张,与开花时间调控相关",
"key_species": ["Arabidopsis", "Oryza sativa", "monocot", "dicot"],
"key_subfamilies": ["SPL3", "SPL4", "SPL5"],
"difficulty": "hard",
"requires_citation": true
},
{
"id": "CG-003",
"question": "P450基因家族在不同植物基因组中的拷贝数变异",
"expected_answer": "P450基因家族拷贝数变异显著:拟南芥~246个,水稻~338个,大豆~360个,杨树~300个。扩张主要发生在CYP71和CYP72家族",
"key_numbers": {"Arabidopsis": 246, "rice": 338, "soybean": 360, "poplar": 300},
"key_families": ["CYP71", "CYP72"],
"difficulty": "hard",
"requires_citation": true
},
{
"id": "CG-004",
"question": "NF-Y基因家族在豆科植物中的特异性扩张",
"expected_answer": "豆科植物中NF-YA亚家族发生特异性扩张,与根瘤共生相关。大豆中有21个NF-YA基因,显著多于拟南芥的10个",
"key_species": ["Glycine max", "legume"],
"key_subfamily": "NF-YA",
"key_trait": "nodulation",
"difficulty": "medium",
"requires_citation": true
},
{
"id": "CG-005",
"question": "WRKY基因家族的系统发育分布和古老起源",
"expected_answer": "WRKY基因家族起源于绿色植物共同祖先,在苔藓(Physcomitrella)中有约40个成员。Group I是最古老的,包含两个WRKY结构域",
"key_species": ["Physcomitrella patens", "green plants"],
"key_evolutionary_notes": ["ancient origin", "Group I oldest", "two WRKY domains"],
"difficulty": "hard",
"requires_citation": true
}
]
},
"multi_hop_reasoning": {
"name": "多跳推理与复杂查询",
"description": "测试RAG系统的多步推理和复杂关系理解能力",
"weight": 0.25,
"questions": [
{
"id": "MR-001",
"question": "SUT基因的表达受哪些转录因子调控,这些转录因子又受什么信号通路控制?",
"expected_answer": "SUT基因受多种转录因子调控:WRKY调控SUT1/2响应胁迫,NAC调控SUT4参与衰老,bZIP调控SUT响应糖信号。WRKY受MAPK级联通路调控,NAC受乙烯信号调控",
"hops": 3,
"key_relationships": ["WRKY-SUT", "NAC-SUT", "bZIP-SUT", "MAPK-WRKY", "ethylene-NAC"],
"difficulty": "hard",
"requires_citation": true
},
{
"id": "MR-002",
"question": "SPL基因如何通过miR156影响植物发育阶段转换?",
"expected_answer": "miR156在幼年期高表达,抑制SPL3/4/5/9/15等基因,维持幼年性状。随年龄增长miR156下降,SPL基因表达上升,促进开花和成熟。SPL进一步激活miR172,抑制AP2-like基因,加速发育阶段转换",
"hops": 4,
"key_relationships": ["miR156-SPL", "SPL-miR172", "miR172-AP2", "SPL-flowering"],
"difficulty": "hard",
"requires_citation": true
},
{
"id": "MR-003",
"question": "P450基因在植物-微生物互作中的功能及其调控机制",
"expected_answer": "P450基因参与植物防御化合物合成:CYP71家族合成生物碱,CYP72家族合成萜类。这些化合物受JA信号通路调控,WRKY和MYC转录因子直接激活P450基因表达",
"hops": 3,
"key_relationships": ["JA-P450", "WRKY-P450", "MYC-P450", "P450-defense compounds"],
"difficulty": "hard",
"requires_citation": true
},
{
"id": "MR-004",
"question": "NF-Y复合体如何整合环境信号调控植物开花?",
"expected_answer": "NF-Y复合体整合光周期和温度信号:NF-YB2/3与CO蛋白互作响应光周期,NF-YA1/4响应春化信号。复合体结合FT启动子CCAAT盒,激活开花整合基因",
"hops": 3,
"key_relationships": ["NF-Y-CO", "NF-Y-FT", "photoperiod-NF-Y", "vernalization-NF-Y"],
"difficulty": "hard",
"requires_citation": true
},
{
"id": "MR-005",
"question": "WRKY转录因子网络如何协调植物生长与防御的平衡?",
"expected_answer": "WRKY18/40/60形成负反馈环路防止过度免疫。WRKY70作为SA和JA信号交叉节点,调控生长-防御权衡。WRKY33激活防御同时抑制生长相关基因",
"hops": 3,
"key_relationships": ["WRKY18-WRKY40-WRKY60", "WRKY70-SA-JA", "WRKY33-growth-defense"],
"difficulty": "hard",
"requires_citation": true
}
]
}
},
"metadata": {
"total_questions": 20,
"difficulty_distribution": {
"easy": 4,
"medium": 8,
"hard": 8
},
"category_distribution": {
"gene_identification": 5,
"functional_annotation": 5,
"comparative_genomics": 5,
"multi_hop_reasoning": 5
},
"gene_families_covered": ["SUT", "P450", "SPL", "NF-Y", "WRKY"],
"species_covered": ["Arabidopsis", "Oryza sativa", "Fagopyrum tataricum", "Solanum lycopersicum", "Glycine max", "Physcomitrella patens"]
}
}