prompt dict | response string | meta dict | fact_sources list | artifacts dict |
|---|---|---|---|---|
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Opportunity cost is the value of the best alternative forg... | TRUE — Opportunity cost is the value of the best alternative forgone. | {
"id": "WUA_ECON_25K_000901",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: A binding price ceiling set be... | TRUE — A binding price ceiling set below equilibrium tends to create a shortage. | {
"id": "WUA_ECON_25K_000902",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: A binding price ceiling set be... | TRUE — A binding price ceiling set below equilibrium tends to create a shortage. | {
"id": "WUA_ECON_25K_000903",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Inflation refers to a sustained increase in the general pr... | TRUE — Inflation refers to a sustained increase in the general price level. | {
"id": "WUA_ECON_25K_000904",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: A binding price ceiling set below equilibrium tends to cre... | TRUE — A binding price ceiling set below equilibrium tends to create a shortage. | {
"id": "WUA_ECON_25K_000905",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "True or False (academics): A perfectly competitive firm faces a downward-sloping demand curve."
... | FALSE — In perfect competition, the firm faces a perfectly elastic (horizontal) demand at market price. | {
"id": "WUA_ECON_25K_000906",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Present value discounts future... | TRUE — Present value discounts future payments to reflect time value of money. | {
"id": "WUA_ECON_25K_000907",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Price elasticity of demand mea... | TRUE — Price elasticity of demand measures responsiveness of quantity demanded to price changes. | {
"id": "WUA_ECON_25K_000908",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Opportunity cost is the value of the best alternative forg... | TRUE — Opportunity cost is the value of the best alternative forgone. | {
"id": "WUA_ECON_25K_000909",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "True or False (academics): Opportunity cost is the value of the best alternative forgone."
}
... | TRUE — Opportunity cost is the value of the best alternative forgone. | {
"id": "WUA_ECON_25K_000910",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: A binding price ceiling set be... | TRUE — A binding price ceiling set below equilibrium tends to create a shortage. | {
"id": "WUA_ECON_25K_000911",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Inflation refers to a sustained increase in the general pr... | TRUE — Inflation refers to a sustained increase in the general price level. | {
"id": "WUA_ECON_25K_000912",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Price elasticity of demand measures responsiveness of quan... | TRUE — Price elasticity of demand measures responsiveness of quantity demanded to price changes. | {
"id": "WUA_ECON_25K_000913",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: A binding price ceiling set be... | TRUE — A binding price ceiling set below equilibrium tends to create a shortage. | {
"id": "WUA_ECON_25K_000914",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Nominal GDP is measured using ... | TRUE — Nominal GDP is measured using current prices, while real GDP uses constant prices. | {
"id": "WUA_ECON_25K_000915",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Opportunity cost is the value of the best alternative forg... | TRUE — Opportunity cost is the value of the best alternative forgone. | {
"id": "WUA_ECON_25K_000916",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Nominal GDP is measured using ... | TRUE — Nominal GDP is measured using current prices, while real GDP uses constant prices. | {
"id": "WUA_ECON_25K_000917",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Opportunity cost is the value ... | TRUE — Opportunity cost is the value of the best alternative forgone. | {
"id": "WUA_ECON_25K_000918",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Price elasticity of demand measures responsiveness of quan... | TRUE — Price elasticity of demand measures responsiveness of quantity demanded to price changes. | {
"id": "WUA_ECON_25K_000919",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Inflation refers to a sustaine... | TRUE — Inflation refers to a sustained increase in the general price level. | {
"id": "WUA_ECON_25K_000920",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Nominal GDP is measured using ... | TRUE — Nominal GDP is measured using current prices, while real GDP uses constant prices. | {
"id": "WUA_ECON_25K_000921",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
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"content": "True or False (academics): Nominal GDP is measured using current prices, while real GDP uses const... | TRUE — Nominal GDP is measured using current prices, while real GDP uses constant prices. | {
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"domain": "master_scholars_academics",
"subdomain": "econ::macro",
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"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
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"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
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"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
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},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
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"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Nominal GDP is measured using ... | TRUE — Nominal GDP is measured using current prices, while real GDP uses constant prices. | {
"id": "WUA_ECON_25K_000984",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
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"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
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"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: A central bank typically targets unemployment directly by ... | FALSE — Central banks generally use monetary tools (e.g., interest rates) to influence inflation/output; not direct wage setting. | {
"id": "WUA_ECON_25K_000985",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Price elasticity of demand measures responsiveness of quan... | TRUE — Price elasticity of demand measures responsiveness of quantity demanded to price changes. | {
"id": "WUA_ECON_25K_000986",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Opportunity cost is the value ... | TRUE — Opportunity cost is the value of the best alternative forgone. | {
"id": "WUA_ECON_25K_000987",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Nominal GDP is measured using ... | TRUE — Nominal GDP is measured using current prices, while real GDP uses constant prices. | {
"id": "WUA_ECON_25K_000988",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
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"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Inflation refers to a sustained increase in the general pr... | TRUE — Inflation refers to a sustained increase in the general price level. | {
"id": "WUA_ECON_25K_000989",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "True or False (academics): Opportunity cost is the value of the best alternative forgone."
}
... | TRUE — Opportunity cost is the value of the best alternative forgone. | {
"id": "WUA_ECON_25K_000990",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Nominal GDP is measured using current prices, while real G... | TRUE — Nominal GDP is measured using current prices, while real GDP uses constant prices. | {
"id": "WUA_ECON_25K_000991",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Nominal GDP is measured using ... | TRUE — Nominal GDP is measured using current prices, while real GDP uses constant prices. | {
"id": "WUA_ECON_25K_000992",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: Opportunity cost is the value ... | TRUE — Opportunity cost is the value of the best alternative forgone. | {
"id": "WUA_ECON_25K_000993",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "True or False (academics): Price elasticity of demand measures responsiveness of quantity demanded... | TRUE — Price elasticity of demand measures responsiveness of quantity demanded to price changes. | {
"id": "WUA_ECON_25K_000994",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: A binding price ceiling set below equilibrium tends to cre... | TRUE — A binding price ceiling set below equilibrium tends to create a shortage. | {
"id": "WUA_ECON_25K_000995",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "True or False (academics): Price elasticity of demand measures responsiveness of quantity demanded... | TRUE — Price elasticity of demand measures responsiveness of quantity demanded to price changes. | {
"id": "WUA_ECON_25K_000996",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "True or False (academics): A perfectly competitive firm faces a downward-sloping demand curve."
... | FALSE — In perfect competition, the firm faces a perfectly elastic (horizontal) demand at market price. | {
"id": "WUA_ECON_25K_000997",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Present value discounts future payments to reflect time va... | TRUE — Present value discounts future payments to reflect time value of money. | {
"id": "WUA_ECON_25K_000998",
"domain": "master_scholars_academics",
"subdomain": "econ::finance",
"task": "fact_check",
"difficulty": "advanced",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics"... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Academic fact-check: TRUE/FALSE then corrected statement if needed: A perfectly competitive firm f... | FALSE — In perfect competition, the firm faces a perfectly elastic (horizontal) demand at market price. | {
"id": "WUA_ECON_25K_000999",
"domain": "master_scholars_academics",
"subdomain": "econ::micro",
"task": "fact_check",
"difficulty": "seed",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
{
"messages": [
{
"role": "system",
"content": "You are WithinUsAI Master Scholars Economics. Provide concise, factual answers. If uncertain, say so."
},
{
"role": "user",
"content": "Verify TRUE/FALSE and correct if false: Nominal GDP is measured using current prices, while real G... | TRUE — Nominal GDP is measured using current prices, while real GDP uses constant prices. | {
"id": "WUA_ECON_25K_001000",
"domain": "master_scholars_academics",
"subdomain": "econ::macro",
"task": "fact_check",
"difficulty": "core",
"truth_mode": "verifiable_fact",
"wrapper": "verify_true_false",
"created_utc": "2026-01-04T05:12:40",
"license": "cc-by-4.0",
"tags": [
"economics",
... | [
{
"source_title": "OpenStax Principles of Economics (CC BY 4.0)",
"source_url": "https://openstax.org/subjects/social-sciences",
"evidence_type": "standard",
"accessed_at_utc": "2026-01-04T05:12:40"
},
{
"source_title": "BLS (selected economic statistics context)",
"source_url": "https:/... | {
"max_tokens_hint": 220,
"style_contract": "concise_formal"
} |
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