Triple

T11259769
Position Surface form Disambiguated ID Type / Status
Subject Occupational Employment and Wage Statistics E266529 entity
Predicate uses P98 FINISHED
Object Occupational Outlook Handbook
The Occupational Outlook Handbook is a U.S. Bureau of Labor Statistics reference that provides comprehensive information on hundreds of occupations, including typical duties, work environments, required education and training, job outlook, and pay.
 E914748 NE FINISHED

How this triple was built (4 steps)

Every LLM step that produced this triple, in pipeline order — named-entity classification, the disambiguation choices (the exact options shown, with the pick highlighted), and the generated description. The batch + timestamp of each is in the Provenance table below.

NER Named-entity recognition gpt-5-mini
Instruction
Given a phrase, classify it is english named entity (e.g., persons, organizations, works of art) in Latin script, or not (e.g., literals, dates, URLs, verbose phrases). For disambiguation, the statement where the phrase occurs as object is also given. Please return a JSON object with `phrase` (string, the phrase being analyzed) and `is_ne` (boolean, indicating whether the phrase is a Named Entity).
Input
Phrase: Occupational Outlook Handbook | Statement: [Occupational Employment and Wage Statistics, uses, Occupational Outlook Handbook]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Occupational Outlook Handbook
Context triple: [Occupational Employment and Wage Statistics, uses, Occupational Outlook Handbook]
  • A. Occupational Employment and Wage Statistics
    Occupational Employment and Wage Statistics is a U.S. labor market data program that provides detailed estimates of employment levels and wage rates across occupations and industries.
  • B. Employment Projections
    Employment Projections is a U.S. Bureau of Labor Statistics program that provides long-term forecasts of labor force, industry, and occupational employment trends to inform workforce and education planning.
  • C. Bureau of Labor Statistics
    The Bureau of Labor Statistics is the principal U.S. federal agency responsible for collecting, analyzing, and disseminating essential economic data on labor market activity, prices, and productivity.
  • D. National Occupational Research Agenda
    The National Occupational Research Agenda is a collaborative framework in the United States that guides research and prevention efforts to improve worker safety and health across diverse industries and hazards.
  • E. Employment Situation report
    The Employment Situation report is a key monthly U.S. labor market release that provides official data on employment, unemployment, and related indicators.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NEDg Description generation gpt-5.1
Instruction
Generate a one-sentence description of the target entity. 
You are given a context triple in the form (subject, predicate, object), where the object is the target entity. 
# Instructions
Use the triple to infer relevant information about the entity. Describe the entity based on what is most defining, well-known. 
Avoid repeating the information from the triple, unless really essential.
# Response Format
Return only the sentence: "Description: [one-sentence description of the target entity]"
Input
Entity: Occupational Outlook Handbook
Triple: [Occupational Employment and Wage Statistics, uses, Occupational Outlook Handbook]
Generated description
The Occupational Outlook Handbook is a U.S. Bureau of Labor Statistics reference that provides comprehensive information on hundreds of occupations, including typical duties, work environments, required education and training, job outlook, and pay.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Occupational Outlook Handbook
Target entity description: The Occupational Outlook Handbook is a U.S. Bureau of Labor Statistics reference that provides comprehensive information on hundreds of occupations, including typical duties, work environments, required education and training, job outlook, and pay.
  • A. Occupational Employment and Wage Statistics
    Occupational Employment and Wage Statistics is a U.S. labor market data program that provides detailed estimates of employment levels and wage rates across occupations and industries.
  • B. Employment Projections
    Employment Projections is a U.S. Bureau of Labor Statistics program that provides long-term forecasts of labor force, industry, and occupational employment trends to inform workforce and education planning.
  • C. Bureau of Labor Statistics
    The Bureau of Labor Statistics is the principal U.S. federal agency responsible for collecting, analyzing, and disseminating essential economic data on labor market activity, prices, and productivity.
  • D. National Occupational Research Agenda
    The National Occupational Research Agenda is a collaborative framework in the United States that guides research and prevention efforts to improve worker safety and health across diverse industries and hazards.
  • E. Employment Situation report
    The Employment Situation report is a key monthly U.S. labor market release that provides official data on employment, unemployment, and related indicators.
  • F. None of above. chosen

Provenance (5 batches)

The batch behind each pipeline step, in order, with when it ran. Timestamps are batch-level — stages were processed in waves, so the object chain (NER → NED1 → NEDg → NED2) reads in order, but predicate / elicitation batches can sit in a different wave.

Step Stage Batch ID Status When
creating Elicitation batch_69d6aac7953c8190b82caf9d7640fdf9 completed April 8, 2026, 7:21 p.m.
NER Named-entity recognition batch_69d7e936cb048190b4d6fb2851ef8932 completed April 9, 2026, 6 p.m.
NED1 Entity disambiguation (via context triple) batch_69e4ccada158819080e49833e09f84a0 completed April 19, 2026, 12:38 p.m.
NEDg Description generation batch_69e4d9ec9964819084bd7118e49c41a2 completed April 19, 2026, 1:34 p.m.
NED2 Entity disambiguation (via description) batch_69e4ddab4ef48190ab7f371da765c6c0 completed April 19, 2026, 1:50 p.m.
Created at: April 8, 2026, 9:31 p.m.