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.