Triple

T15230089
Position Surface form Disambiguated ID Type / Status
Subject NBER Macroeconomics Annual E363976 entity
Predicate associatedWith P37 FINISHED
Object NBER Program on Economic Fluctuations and Growth
The NBER Program on Economic Fluctuations and Growth is a research initiative of the National Bureau of Economic Research that brings together economists to study business cycles, macroeconomic dynamics, and long-run economic growth.
E1144878 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: NBER Program on Economic Fluctuations and Growth | Statement: [NBER Macroeconomics Annual, associatedWith, NBER Program on Economic Fluctuations and Growth]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: NBER Program on Economic Fluctuations and Growth
Context triple: [NBER Macroeconomics Annual, associatedWith, NBER Program on Economic Fluctuations and Growth]
  • A. National Bureau of Economic Research studies in business cycles
    National Bureau of Economic Research studies in business cycles is a scholarly series of empirical and historical research volumes analyzing fluctuations and long-term patterns in the U.S. and global economies.
  • B. NBER Macroeconomics Annual
    NBER Macroeconomics Annual is a scholarly journal that publishes cutting-edge research and analysis on macroeconomic theory, policy, and empirical work, produced under the auspices of the National Bureau of Economic Research.
  • C. National Bureau of Economic Research
    The National Bureau of Economic Research is a leading American nonprofit research organization best known for its influential economic studies and for officially determining U.S. business cycle dates.
  • D. NBER Digest
    NBER Digest is a short, accessible publication that summarizes recent economic research findings produced by scholars affiliated with the National Bureau of Economic Research.
  • E. Office of Economic Research
    The Office of Economic Research is a unit that conducts economic analysis and research to support the regulatory and policy work of the U.S. Securities and Exchange Commission.
  • 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: NBER Program on Economic Fluctuations and Growth
Triple: [NBER Macroeconomics Annual, associatedWith, NBER Program on Economic Fluctuations and Growth]
Generated description
The NBER Program on Economic Fluctuations and Growth is a research initiative of the National Bureau of Economic Research that brings together economists to study business cycles, macroeconomic dynamics, and long-run economic growth.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: NBER Program on Economic Fluctuations and Growth
Target entity description: The NBER Program on Economic Fluctuations and Growth is a research initiative of the National Bureau of Economic Research that brings together economists to study business cycles, macroeconomic dynamics, and long-run economic growth.
  • A. National Bureau of Economic Research studies in business cycles
    National Bureau of Economic Research studies in business cycles is a scholarly series of empirical and historical research volumes analyzing fluctuations and long-term patterns in the U.S. and global economies.
  • B. NBER Macroeconomics Annual
    NBER Macroeconomics Annual is a scholarly journal that publishes cutting-edge research and analysis on macroeconomic theory, policy, and empirical work, produced under the auspices of the National Bureau of Economic Research.
  • C. National Bureau of Economic Research
    The National Bureau of Economic Research is a leading American nonprofit research organization best known for its influential economic studies and for officially determining U.S. business cycle dates.
  • D. NBER Digest
    NBER Digest is a short, accessible publication that summarizes recent economic research findings produced by scholars affiliated with the National Bureau of Economic Research.
  • E. Office of Economic Research
    The Office of Economic Research is a unit that conducts economic analysis and research to support the regulatory and policy work of the U.S. Securities and Exchange Commission.
  • 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_69d85a0ce24c81909c4d3b6475548c95 completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e0078e27408190bc13c0ca441f5594 completed April 15, 2026, 9:47 p.m.
NED1 Entity disambiguation (via context triple) batch_69fedd39d42881908f2ad47613e23bfa completed May 9, 2026, 7:07 a.m.
NEDg Description generation batch_69fedf277f888190a7e218131740660d completed May 9, 2026, 7:15 a.m.
NED2 Entity disambiguation (via description) batch_69fedfa514808190b4a50e87833c5f69 completed May 9, 2026, 7:17 a.m.
Created at: April 10, 2026, 3:12 a.m.