Triple

T4924597
Position Surface form Disambiguated ID Type / Status
Subject Scott Walker E110546 entity
Predicate notableWork P4 FINISHED
Object Act 10 collective bargaining law
The Act 10 collective bargaining law is a controversial Wisconsin statute enacted in 2011 that sharply limited public-sector unions’ bargaining powers and benefits, becoming a defining measure of Governor Scott Walker’s tenure.
E480147 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: Act 10 collective bargaining law | Statement: [Scott Walker, notableWork, Act 10 collective bargaining law]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Act 10 collective bargaining law
Context triple: [Scott Walker, notableWork, Act 10 collective bargaining law]
  • A. Labor-Management Reporting and Disclosure Act of 1959
    The Labor-Management Reporting and Disclosure Act of 1959 is a U.S. federal law that regulates internal union affairs and union–management relations, emphasizing financial transparency, democratic procedures, and protections for union members’ rights.
  • B. Fuero del Trabajo
    Fuero del Trabajo was a foundational Francoist labor charter that established corporatist, authoritarian regulation of work and social rights in Spain under Francisco Franco’s regime.
  • C. Taft–Hartley Act
    The Taft–Hartley Act is a 1947 U.S. federal labor law that significantly restricted the powers of labor unions and amended the original National Labor Relations Act.
  • D. Ley Iglesias
    Ley Iglesias was a controversial 19th-century Mexican law that regulated ecclesiastical fees and limited the Catholic Church’s economic power during the Reform era.
  • E. Simpson–Mazzoli Act
    The Simpson–Mazzoli Act is a landmark 1986 U.S. federal law that overhauled immigration policy by granting amnesty to certain undocumented immigrants while imposing new sanctions on employers who hired unauthorized workers.
  • 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: Act 10 collective bargaining law
Triple: [Scott Walker, notableWork, Act 10 collective bargaining law]
Generated description
The Act 10 collective bargaining law is a controversial Wisconsin statute enacted in 2011 that sharply limited public-sector unions’ bargaining powers and benefits, becoming a defining measure of Governor Scott Walker’s tenure.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Act 10 collective bargaining law
Target entity description: The Act 10 collective bargaining law is a controversial Wisconsin statute enacted in 2011 that sharply limited public-sector unions’ bargaining powers and benefits, becoming a defining measure of Governor Scott Walker’s tenure.
  • A. Labor-Management Reporting and Disclosure Act of 1959
    The Labor-Management Reporting and Disclosure Act of 1959 is a U.S. federal law that regulates internal union affairs and union–management relations, emphasizing financial transparency, democratic procedures, and protections for union members’ rights.
  • B. Fuero del Trabajo
    Fuero del Trabajo was a foundational Francoist labor charter that established corporatist, authoritarian regulation of work and social rights in Spain under Francisco Franco’s regime.
  • C. Taft–Hartley Act
    The Taft–Hartley Act is a 1947 U.S. federal labor law that significantly restricted the powers of labor unions and amended the original National Labor Relations Act.
  • D. Ley Iglesias
    Ley Iglesias was a controversial 19th-century Mexican law that regulated ecclesiastical fees and limited the Catholic Church’s economic power during the Reform era.
  • E. Simpson–Mazzoli Act
    The Simpson–Mazzoli Act is a landmark 1986 U.S. federal law that overhauled immigration policy by granting amnesty to certain undocumented immigrants while imposing new sanctions on employers who hired unauthorized workers.
  • 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_69bd4413f9908190afcff44d7929cc4c completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd6ffeb86c8190a2fabe1ae1d54118 completed March 20, 2026, 4:04 p.m.
NED1 Entity disambiguation (via context triple) batch_69be77a6e1648190921487e3d81441b3 completed March 21, 2026, 10:49 a.m.
NEDg Description generation batch_69be78292a988190ba51886095629b9c completed March 21, 2026, 10:51 a.m.
NED2 Entity disambiguation (via description) batch_69be7892b34c819095100b14a80d6fa4 completed March 21, 2026, 10:53 a.m.
Created at: March 20, 2026, 1:30 p.m.