Triple

T15006305
Position Surface form Disambiguated ID Type / Status
Subject Corporate Law Economic Reform Program Act 1999 E377720 entity
Predicate partOf P40 FINISHED
Object Corporate Law Economic Reform Program
The Corporate Law Economic Reform Program was an Australian government initiative aimed at modernizing and improving the efficiency, competitiveness, and regulation of the country’s corporate and financial markets law framework.
 E377720 NE FINISHED

Named-entity recognition

Before disambiguation, gpt-5-mini classified whether the object phrase is a named entity — the step behind the object's NE type shown above.

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: Corporate Law Economic Reform Program | Statement: [Corporate Law Economic Reform Program Act 1999, partOf, Corporate Law Economic Reform Program]

Disambiguation candidates (2 decisions)

The exact options the model was shown at each disambiguation step, with the option it chose highlighted — the evidence behind this triple's disambiguated ids.

NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Corporate Law Economic Reform Program
Context triple: [Corporate Law Economic Reform Program Act 1999, partOf, Corporate Law Economic Reform Program]
  • A. Corporate Law Economic Reform Program Act 1999
    The Corporate Law Economic Reform Program Act 1999 is an Australian statute that implemented major reforms to corporate regulation and governance as part of a broader program to modernize and streamline the country’s corporate law framework.
  • B. Foundations of Corporate Law
    Foundations of Corporate Law is a leading casebook and scholarly text that analyzes the legal and economic principles underlying modern corporate governance and business organizations.
  • C. Corporate and Securities Law Program
    The Corporate and Securities Law Program is a specialized academic and research initiative at Columbia Law School focused on corporate governance, securities regulation, and financial markets.
  • D. Law and Economics Program
    The Law and Economics Program is an interdisciplinary academic initiative that integrates legal studies with economic theory and quantitative methods to analyze and inform law and public policy.
  • E. Reports on the relation of state incorporation laws to corporate concentration
    "Reports on the relation of state incorporation laws to corporate concentration" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how differing state incorporation statutes influenced the growth and power of large corporations and trusts.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Corporate Law Economic Reform Program
Target entity description: The Corporate Law Economic Reform Program was an Australian government initiative aimed at modernizing and improving the efficiency, competitiveness, and regulation of the country’s corporate and financial markets law framework.
  • A. Corporate Law Economic Reform Program Act 1999 chosen
    The Corporate Law Economic Reform Program Act 1999 is an Australian statute that implemented major reforms to corporate regulation and governance as part of a broader program to modernize and streamline the country’s corporate law framework.
  • B. Foundations of Corporate Law
    Foundations of Corporate Law is a leading casebook and scholarly text that analyzes the legal and economic principles underlying modern corporate governance and business organizations.
  • C. Corporate and Securities Law Program
    The Corporate and Securities Law Program is a specialized academic and research initiative at Columbia Law School focused on corporate governance, securities regulation, and financial markets.
  • D. Law and Economics Program
    The Law and Economics Program is an interdisciplinary academic initiative that integrates legal studies with economic theory and quantitative methods to analyze and inform law and public policy.
  • E. Reports on the relation of state incorporation laws to corporate concentration
    "Reports on the relation of state incorporation laws to corporate concentration" is an early 20th-century investigative study by the U.S. Bureau of Corporations analyzing how differing state incorporation statutes influenced the growth and power of large corporations and trusts.
  • F. None of above.

How the object was described

The object's one-sentence description was generated by prompting gpt-5.1 with the object name and this triple as context.

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: Corporate Law Economic Reform Program
Triple: [Corporate Law Economic Reform Program Act 1999, partOf, Corporate Law Economic Reform Program]
Generated description
The Corporate Law Economic Reform Program was an Australian government initiative aimed at modernizing and improving the efficiency, competitiveness, and regulation of the country’s corporate and financial markets law framework.

Provenance (5 batches)

Stage Batch ID Job type Status
creating batch_69d85cd3a3c881908c71fc424d459c17 elicitation completed
NER batch_69ded7322b5c81909089cbbf816e1436 ner completed
NED1 batch_69fe96a35acc8190a85f2ce32800ce1b ned_source_triple completed
NED2 batch_69fe997c744481909bd3c66c3dd68f19 ned_description completed
NEDg batch_69fe98917abc81908998205b4ecf201f nedg completed
Created at: April 10, 2026, 2:54 a.m.