Long-form factuality in large language models Jerry Wei 1 Chengrun Y ang 1 Xinying Song 1 Yifeng Lu
–Neural Information Processing Systems
To benchmark a model's long-form factuality in open domains, we first use GPT -4 to generate LongFact, a prompt set comprising thousands of questions spanning 38 topics. We then propose that LLM agents can be used as automated evaluators for long-form factuality through a method which we call Search-Augmented Factuality Evaluator (SAFE).
Neural Information Processing Systems
Nov-19-2025, 21:47:41 GMT
- Country:
- Africa
- Middle East > Egypt
- Giza Governorate > Giza (0.04)
- Nigeria (0.04)
- South Africa > Gauteng
- Soweto (0.04)
- Sudan
- Khartoum (0.04)
- Khartoum State > Khartoum (0.04)
- Middle East > Egypt
- Asia
- Japan > Honshū
- Kansai > Kyoto Prefecture
- Kyoto (0.04)
- Kantō
- Kanagawa Prefecture (0.14)
- Tokyo Metropolis Prefecture > Tokyo (0.14)
- Kansai > Kyoto Prefecture
- Malaysia (0.14)
- Macao (0.04)
- East Asia (0.04)
- Middle East
- Iran (0.14)
- Israel > Jerusalem District
- Jerusalem (0.04)
- Russia (0.14)
- China
- Hong Kong (0.04)
- Shanghai > Shanghai (0.04)
- Tibet Autonomous Region (0.04)
- Thailand (0.04)
- India
- Gujarat (0.04)
- Maharashtra (0.04)
- Japan > Honshū
- Atlantic Ocean > Gulf of Mexico (0.04)
- Europe
- Germany > Berlin (0.04)
- Greece (0.04)
- Poland (0.04)
- Portugal > Lisbon
- Lisbon (0.04)
- United Kingdom > Northern Ireland (0.04)
- North America
- Canada > Quebec
- Montreal (0.04)
- Cuba > Guantánamo Province
- Guantánamo (0.04)
- Dominican Republic > San Cristóbal
- San Cristóbal (0.04)
- Greenland (0.04)
- Mexico (0.14)
- Panama (0.04)
- United States
- Wisconsin > Milwaukee County
- Milwaukee (0.04)
- California
- Los Angeles County > Los Angeles (0.28)
- Orange County > Irvine (0.04)
- San Diego County > San Diego (0.04)
- San Francisco County > San Francisco (0.04)
- Illinois (0.04)
- Virginia (0.04)
- Michigan (0.04)
- Connecticut > Fairfield County
- Danbury (0.04)
- Oklahoma > Oklahoma County
- Oklahoma City (0.04)
- Missouri (0.04)
- Texas (0.04)
- Minnesota (0.04)
- Wisconsin > Milwaukee County
- Canada > Quebec
- Oceania > Australia
- New South Wales > Sydney (0.04)
- South Australia > Adelaide (0.14)
- Victoria > Melbourne (0.04)
- South America
- Brazil (0.04)
- Colombia > Santander Department
- Bucaramanga (0.04)
- Peru > Loreto Department
- Maynas Province > Iquitos (0.04)
- Africa
- Genre:
- Personal > Honors (0.67)
- Research Report > Experimental Study (1.00)
- Industry:
- Media
- Film (1.00)
- Music (1.00)
- Television (1.00)
- Banking & Finance > Economy (1.00)
- Government
- Foreign Policy (0.67)
- Immigration & Customs (0.68)
- Military (1.00)
- Regional Government
- Europe Government (0.67)
- North America Government > United States Government (1.00)
- Health & Medicine
- Law
- Civil Rights & Constitutional Law (1.00)
- Criminal Law (0.67)
- Environmental Law (0.67)
- Statutes (0.67)
- Information Technology
- Security & Privacy (1.00)
- Services (0.69)
- Education > Educational Setting (0.67)
- Leisure & Entertainment
- Marketing (0.67)
- Law Enforcement & Public Safety > Crime Prevention & Enforcement (0.92)
- Media
- Technology: