Triple

T12881650
Position Surface form Disambiguated ID Type / Status
Subject JEL E308108 entity
Predicate isRelatedTo P37 FINISHED
Object JEL classification system
The JEL classification system is a standardized coding scheme used in economics to categorize academic literature and research topics by subject area.
 E1009791 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: JEL classification system | Statement: [JEL, isRelatedTo, JEL classification system]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: JEL classification system
Context triple: [JEL, isRelatedTo, JEL classification system]
  • A. JEL
    JEL is a leading peer-reviewed academic journal that publishes comprehensive surveys and reviews across all fields of economics.
  • B. EconLit
    EconLit is a comprehensive bibliographic database produced by the American Economic Association that indexes scholarly literature in economics and related fields.
  • C. Journal of Economic Literature
    The Journal of Economic Literature is a leading peer-reviewed academic journal that surveys and synthesizes research across all fields of economics, providing authoritative reviews and bibliographic overviews for scholars and practitioners.
  • D. The New Palgrave Dictionary of Economics
    The New Palgrave Dictionary of Economics is a comprehensive, scholarly reference work that provides in-depth articles on economic theory, history, and methodology written by leading economists.
  • E. American Economic Journal: Applied Economics
    American Economic Journal: Applied Economics is a peer-reviewed academic journal focusing on empirical microeconomic research and real-world policy applications.
  • 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: JEL classification system
Triple: [JEL, isRelatedTo, JEL classification system]
Generated description
The JEL classification system is a standardized coding scheme used in economics to categorize academic literature and research topics by subject area.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: JEL classification system
Target entity description: The JEL classification system is a standardized coding scheme used in economics to categorize academic literature and research topics by subject area.
  • A. JEL
    JEL is a leading peer-reviewed academic journal that publishes comprehensive surveys and reviews across all fields of economics.
  • B. EconLit
    EconLit is a comprehensive bibliographic database produced by the American Economic Association that indexes scholarly literature in economics and related fields.
  • C. Journal of Economic Literature
    The Journal of Economic Literature is a leading peer-reviewed academic journal that surveys and synthesizes research across all fields of economics, providing authoritative reviews and bibliographic overviews for scholars and practitioners.
  • D. The New Palgrave Dictionary of Economics
    The New Palgrave Dictionary of Economics is a comprehensive, scholarly reference work that provides in-depth articles on economic theory, history, and methodology written by leading economists.
  • E. American Economic Journal: Applied Economics
    American Economic Journal: Applied Economics is a peer-reviewed academic journal focusing on empirical microeconomic research and real-world policy applications.
  • 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_69d7bdf69bc48190af6c2621f28ca351 completed April 9, 2026, 2:55 p.m.
NER Named-entity recognition batch_69d970fd15888190baf90fc30f2a3e25 completed April 10, 2026, 9:51 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6a55393a88190a88c9357a6db5aec completed May 3, 2026, 1:30 a.m.
NEDg Description generation batch_69f6a6db731c819091b96c4ed6a50f19 completed May 3, 2026, 1:37 a.m.
NED2 Entity disambiguation (via description) batch_69f6a8a31264819082c1ce67eaa529cc completed May 3, 2026, 1:45 a.m.
Created at: April 9, 2026, 5:39 p.m.