Triple

T3656230
Position Surface form Disambiguated ID Type / Status
Subject Corporations Act 2001 E77536 entity
Predicate amendedBy P1121 FINISHED
Object CLERP 9 reforms
CLERP 9 reforms were a major Australian corporate law reform package introduced in the early 2000s to strengthen corporate governance, financial reporting, and auditor independence in the wake of global corporate scandals.
E377721 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: CLERP 9 reforms | Statement: [Corporations Act 2001, amendedBy, CLERP 9 reforms]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: CLERP 9 reforms
Context triple: [Corporations Act 2001, amendedBy, CLERP 9 reforms]
  • A. Weeks–McLean Act amendments
    The Weeks–McLean Act amendments were legislative changes enacted in the early 20th century to strengthen federal protection and regulation of migratory birds in the United States.
  • B. New Zealand public sector reforms of the 1980s
    The New Zealand public sector reforms of the 1980s were a sweeping program of neoliberal restructuring that transformed government departments into commercially oriented entities, introduced market mechanisms into public services, and significantly reduced the role of the state in the economy.
  • C. Montford Reforms
    The Montford Reforms were a set of constitutional changes introduced by the British government in 1919 that expanded limited self-governance in colonial India through dyarchy in the provinces and increased Indian participation in legislative councils.
  • D. Childers Reforms
    The Childers Reforms were a series of late 19th-century British Army reorganizations that restructured infantry regiments into a territorial and regimental system, standardizing their titles and organization.
  • E. National Reform Programmes
    National Reform Programmes are country-specific policy and reform plans prepared by EU member states to implement and report on their economic and structural reform commitments under the Lisbon Strategy.
  • 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: CLERP 9 reforms
Triple: [Corporations Act 2001, amendedBy, CLERP 9 reforms]
Generated description
CLERP 9 reforms were a major Australian corporate law reform package introduced in the early 2000s to strengthen corporate governance, financial reporting, and auditor independence in the wake of global corporate scandals.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: CLERP 9 reforms
Target entity description: CLERP 9 reforms were a major Australian corporate law reform package introduced in the early 2000s to strengthen corporate governance, financial reporting, and auditor independence in the wake of global corporate scandals.
  • A. Weeks–McLean Act amendments
    The Weeks–McLean Act amendments were legislative changes enacted in the early 20th century to strengthen federal protection and regulation of migratory birds in the United States.
  • B. New Zealand public sector reforms of the 1980s
    The New Zealand public sector reforms of the 1980s were a sweeping program of neoliberal restructuring that transformed government departments into commercially oriented entities, introduced market mechanisms into public services, and significantly reduced the role of the state in the economy.
  • C. Montford Reforms
    The Montford Reforms were a set of constitutional changes introduced by the British government in 1919 that expanded limited self-governance in colonial India through dyarchy in the provinces and increased Indian participation in legislative councils.
  • D. Childers Reforms
    The Childers Reforms were a series of late 19th-century British Army reorganizations that restructured infantry regiments into a territorial and regimental system, standardizing their titles and organization.
  • E. National Reform Programmes
    National Reform Programmes are country-specific policy and reform plans prepared by EU member states to implement and report on their economic and structural reform commitments under the Lisbon Strategy.
  • 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_69ad85def5cc8190863dccf55a18bebb completed March 8, 2026, 2:21 p.m.
NER Named-entity recognition batch_69adc3bc2b408190a3a51f9cde5a03b5 completed March 8, 2026, 6:45 p.m.
NED1 Entity disambiguation (via context triple) batch_69b4883dc5408190a6e7e110acf03a15 completed March 13, 2026, 9:57 p.m.
NEDg Description generation batch_69b48b3c360c8190a9851b8f5f639bef completed March 13, 2026, 10:10 p.m.
NED2 Entity disambiguation (via description) batch_69b4af2032188190b29939d5dc19ccd1 completed March 14, 2026, 12:43 a.m.
Created at: March 8, 2026, 3:24 p.m.