Triple

T7678719
Position Surface form Disambiguated ID Type / Status
Subject John T. Dunlop E173931 entity
Predicate notableWork P4 FINISHED
Object Collective Bargaining: Principles and Cases
Collective Bargaining: Principles and Cases is a foundational labor economics and industrial relations text that analyzes the theory and practice of collective bargaining through detailed case studies and institutional analysis.
E681405 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: Collective Bargaining: Principles and Cases | Statement: [John T. Dunlop, notableWork, Collective Bargaining: Principles and Cases]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Collective Bargaining: Principles and Cases
Context triple: [John T. Dunlop, notableWork, Collective Bargaining: Principles and Cases]
  • A. Principles and Methods of Industrial Peace
    Principles and Methods of Industrial Peace is an influential early 20th-century economic treatise by Arthur Cecil Pigou that analyzes the causes of industrial conflict and explores strategies for achieving harmonious labor relations.
  • B. 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.
  • C. A Selection of Cases on the Law of Contracts
    A Selection of Cases on the Law of Contracts is a pioneering casebook on contract law by Christopher Columbus Langdell that helped establish the case method of legal education in American law schools.
  • D. The Theory of Contracts
    The Theory of Contracts is a foundational work in contract theory and economics that analyzes how optimal contracts can be designed under conditions of asymmetric information and incentive problems.
  • E. Multi‑Party Negotiating Process
    The Multi‑Party Negotiating Process was the forum in the early 1990s where South African political parties and groups negotiated the country’s transition from apartheid to democracy.
  • 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: Collective Bargaining: Principles and Cases
Triple: [John T. Dunlop, notableWork, Collective Bargaining: Principles and Cases]
Generated description
Collective Bargaining: Principles and Cases is a foundational labor economics and industrial relations text that analyzes the theory and practice of collective bargaining through detailed case studies and institutional analysis.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Collective Bargaining: Principles and Cases
Target entity description: Collective Bargaining: Principles and Cases is a foundational labor economics and industrial relations text that analyzes the theory and practice of collective bargaining through detailed case studies and institutional analysis.
  • A. Principles and Methods of Industrial Peace
    Principles and Methods of Industrial Peace is an influential early 20th-century economic treatise by Arthur Cecil Pigou that analyzes the causes of industrial conflict and explores strategies for achieving harmonious labor relations.
  • B. 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.
  • C. A Selection of Cases on the Law of Contracts
    A Selection of Cases on the Law of Contracts is a pioneering casebook on contract law by Christopher Columbus Langdell that helped establish the case method of legal education in American law schools.
  • D. The Theory of Contracts
    The Theory of Contracts is a foundational work in contract theory and economics that analyzes how optimal contracts can be designed under conditions of asymmetric information and incentive problems.
  • E. Multi‑Party Negotiating Process
    The Multi‑Party Negotiating Process was the forum in the early 1990s where South African political parties and groups negotiated the country’s transition from apartheid to democracy.
  • 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_69c6995703e0819081de77361b602e78 completed March 27, 2026, 2:51 p.m.
NER Named-entity recognition batch_69c701fd18d88190888144a7d0f228d9 completed March 27, 2026, 10:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c8a248750481908f0de08aee78c9ba completed March 29, 2026, 3:53 a.m.
NEDg Description generation batch_69c8a2fd5a348190a952f6cc3e622474 completed March 29, 2026, 3:56 a.m.
NED2 Entity disambiguation (via description) batch_69c8a3a570948190ba733c3c858d4bfd completed March 29, 2026, 3:59 a.m.
Created at: March 27, 2026, 4:01 p.m.