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{
"version": "1.0",
"description": "50-prompt labeled test set for DSPy Tool Selector training and evaluation",
"created": "2025-11-21",
"ambiguous_query_policy": "If query asks for patients themselves (filtered by condition/medication) -> condition_cohort_tool. If asks for related entities (medications OF patients) -> multi_hop_graph_rag.",
"test_set": [
{
"id": 1,
"query": "Show me diabetic patients",
"expected_tool": "condition_cohort_tool",
"category": "cohort_list",
"notes": "Primary test case - simple patient listing by condition"
},
{
"id": 2,
"query": "Patients with diabetes",
"expected_tool": "condition_cohort_tool",
"category": "cohort_list",
"notes": "Variant phrasing"
},
{
"id": 3,
"query": "List patients with hypertension",
"expected_tool": "condition_cohort_tool",
"category": "cohort_list",
"notes": "Explicit 'list' keyword"
},
{
"id": 4,
"query": "How many patients have diabetes?",
"expected_tool": "condition_cohort_tool",
"category": "cohort_count",
"notes": "Count query"
},
{
"id": 5,
"query": "Count patients with prediabetes",
"expected_tool": "condition_cohort_tool",
"category": "cohort_count",
"notes": "Explicit count keyword"
},
{
"id": 6,
"query": "Show me patients with asthma",
"expected_tool": "condition_cohort_tool",
"category": "cohort_list",
"notes": "Different condition"
},
{
"id": 7,
"query": "Find patients with heart disease",
"expected_tool": "condition_cohort_tool",
"category": "cohort_list",
"notes": "'Find' keyword variant"
},
{
"id": 8,
"query": "Who has diabetes?",
"expected_tool": "condition_cohort_tool",
"category": "cohort_list",
"notes": "Colloquial phrasing"
},
{
"id": 9,
"query": "Patients diagnosed with diabetes",
"expected_tool": "condition_cohort_tool",
"category": "cohort_list",
"notes": "'Diagnosed' keyword"
},
{
"id": 10,
"query": "List diabetic patients",
"expected_tool": "condition_cohort_tool",
"category": "cohort_list",
"notes": "Adjective form"
},
{
"id": 11,
"query": "Diabetic patients in the system",
"expected_tool": "condition_cohort_tool",
"category": "cohort_list",
"notes": "Standalone adjective form"
},
{
"id": 12,
"query": "Patients with both diabetes and hypertension",
"expected_tool": "condition_cohort_tool",
"category": "cohort_comorbidity",
"notes": "Comorbidity - still asking for patients"
},
{
"id": 13,
"query": "What medications do diabetic patients take?",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Asks for related entity (medications)"
},
{
"id": 14,
"query": "Show medications for patients with diabetes",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Medications OF patients with condition"
},
{
"id": 15,
"query": "Find conditions in patients taking metformin",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Conditions OF patients on medication"
},
{
"id": 16,
"query": "Medications for hypertensive patients",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Shortened relationship query"
},
{
"id": 17,
"query": "What drugs are prescribed for diabetes?",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Drug-condition relationship"
},
{
"id": 18,
"query": "Patients with diabetes who take metformin",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Intersection query - condition AND medication"
},
{
"id": 19,
"query": "Diabetic patients on insulin",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Ambiguous but involves medication - traversal needed"
},
{
"id": 20,
"query": "How many diabetic patients take metformin?",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Count of intersection"
},
{
"id": 21,
"query": "What conditions do patients on lisinopril have?",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Medication to condition traversal"
},
{
"id": 22,
"query": "Common medications among diabetic patients",
"expected_tool": "multi_hop_graph_rag",
"category": "relationship",
"notes": "Aggregation over relationship"
},
{
"id": 23,
"query": "How many male patients?",
"expected_tool": "demographics_analytics_tool",
"category": "demographics",
"notes": "Gender count"
},
{
"id": 24,
"query": "Show female patients",
"expected_tool": "demographics_analytics_tool",
"category": "demographics",
"notes": "Gender filter"
},
{
"id": 25,
"query": "Gender breakdown",
"expected_tool": "demographics_analytics_tool",
"category": "demographics",
"notes": "Distribution query"
},
{
"id": 26,
"query": "Race distribution",
"expected_tool": "demographics_analytics_tool",
"category": "demographics",
"notes": "Demographic stats"
},
{
"id": 27,
"query": "Database statistics",
"expected_tool": "demographics_analytics_tool",
"category": "demographics",
"notes": "General stats"
},
{
"id": 28,
"query": "Total patient count",
"expected_tool": "demographics_analytics_tool",
"category": "demographics",
"notes": "Overall count"
},
{
"id": 29,
"query": "How many patients in the database?",
"expected_tool": "demographics_analytics_tool",
"category": "demographics",
"notes": "Database-level query"
},
{
"id": 30,
"query": "Age distribution of patients",
"expected_tool": "demographics_analytics_tool",
"category": "demographics",
"notes": "Age demographic"
},
{
"id": 31,
"query": "Most prescribed medication",
"expected_tool": "topn_analytics_tool",
"category": "topn",
"notes": "Top-1 medication"
},
{
"id": 32,
"query": "Most common condition",
"expected_tool": "topn_analytics_tool",
"category": "topn",
"notes": "Top-1 condition"
},
{
"id": 33,
"query": "Top medications",
"expected_tool": "topn_analytics_tool",
"category": "topn",
"notes": "Top-N medications"
},
{
"id": 34,
"query": "What is the most prescribed drug?",
"expected_tool": "topn_analytics_tool",
"category": "topn",
"notes": "Question form"
},
{
"id": 35,
"query": "Most frequent diagnosis",
"expected_tool": "topn_analytics_tool",
"category": "topn",
"notes": "Variant wording"
},
{
"id": 36,
"query": "Top 10 conditions",
"expected_tool": "topn_analytics_tool",
"category": "topn",
"notes": "Explicit N"
},
{
"id": 37,
"query": "Find patient John Smith",
"expected_tool": "find_patient",
"category": "patient_lookup",
"notes": "Name search"
},
{
"id": 38,
"query": "Search for Maria Rodriguez",
"expected_tool": "find_patient",
"category": "patient_lookup",
"notes": "Alternate wording"
},
{
"id": 39,
"query": "Look up patient MRN 12345",
"expected_tool": "find_patient",
"category": "patient_lookup",
"notes": "MRN search"
},
{
"id": 40,
"query": "Find John Doe",
"expected_tool": "find_patient",
"category": "patient_lookup",
"notes": "Minimal form"
},
{
"id": 41,
"query": "Patient named Williams",
"expected_tool": "find_patient",
"category": "patient_lookup",
"notes": "Last name search"
},
{
"id": 42,
"query": "Search patient Robert",
"expected_tool": "find_patient",
"category": "patient_lookup",
"notes": "First name search"
},
{
"id": 43,
"query": "What medications is this patient taking?",
"expected_tool": "get_medications",
"category": "patient_data",
"notes": "Current patient context"
},
{
"id": 44,
"query": "Show diagnoses for patient",
"expected_tool": "get_medications",
"category": "patient_data",
"notes": "Patient-specific data"
},
{
"id": 45,
"query": "Get encounters for patient",
"expected_tool": "get_encounters",
"category": "patient_data",
"notes": "Encounter history"
},
{
"id": 46,
"query": "Patient's medication list",
"expected_tool": "get_medications",
"category": "patient_data",
"notes": "Possessive form"
},
{
"id": 47,
"query": "What is the weather?",
"expected_tool": "out_of_scope",
"category": "out_of_scope",
"notes": "Non-medical query"
},
{
"id": 48,
"query": "Write me a poem",
"expected_tool": "out_of_scope",
"category": "out_of_scope",
"notes": "Creative request"
},
{
"id": 49,
"query": "Tell me a joke",
"expected_tool": "out_of_scope",
"category": "out_of_scope",
"notes": "Entertainment request"
},
{
"id": 50,
"query": "How do I cook pasta?",
"expected_tool": "out_of_scope",
"category": "out_of_scope",
"notes": "Unrelated topic"
}
],
"category_distribution": {
"cohort_list": 11,
"cohort_count": 2,
"cohort_comorbidity": 1,
"relationship": 10,
"demographics": 8,
"topn": 6,
"patient_lookup": 6,
"patient_data": 4,
"out_of_scope": 4
},
"tool_distribution": {
"condition_cohort_tool": 12,
"multi_hop_graph_rag": 10,
"demographics_analytics_tool": 8,
"topn_analytics_tool": 6,
"find_patient": 6,
"get_medications": 3,
"get_encounters": 1,
"out_of_scope": 4
}
}
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