Triple
T8375363
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | John Howard |
E197562
|
entity |
| Predicate | notableWork |
P4
|
FINISHED |
| Object |
Liberalizing the Australian economy
"Liberalizing the Australian economy" refers to the series of market-oriented reforms and deregulation policies associated with John Howard’s leadership that aimed to increase economic efficiency, competition, and growth in Australia.
|
E729701
|
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: Liberalizing the Australian economy | Statement: [John Howard, notableWork, Liberalizing the Australian economy]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Liberalizing the Australian economy Context triple: [John Howard, notableWork, Liberalizing the Australian economy]
-
A.
Liberalization and Development
"Liberalization and Development" is an influential work by economist Deepak Nayyar that critically examines the relationship between economic liberalization policies and development outcomes in emerging economies.
-
B.
The Economy, Liberty, and the State
"The Economy, Liberty, and the State" is a scholarly work by economist Calvin B. Hoover examining the relationship between free markets, individual freedom, and government intervention in modern economic systems.
-
C.
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.
-
D.
“Macroeconomic Policy in a World Economy”
“Macroeconomic Policy in a World Economy” is an influential economics book that analyzes how monetary and fiscal policies operate and interact in an open, globally integrated economy.
-
E.
The Australian Financial System
The Australian Financial System is the network of institutions, markets, regulations, and payment systems that intermediates savings and investment and supports economic activity in Australia.
- 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: Liberalizing the Australian economy Triple: [John Howard, notableWork, Liberalizing the Australian economy]
Generated description
"Liberalizing the Australian economy" refers to the series of market-oriented reforms and deregulation policies associated with John Howard’s leadership that aimed to increase economic efficiency, competition, and growth in Australia.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Liberalizing the Australian economy Target entity description: "Liberalizing the Australian economy" refers to the series of market-oriented reforms and deregulation policies associated with John Howard’s leadership that aimed to increase economic efficiency, competition, and growth in Australia.
-
A.
Liberalization and Development
"Liberalization and Development" is an influential work by economist Deepak Nayyar that critically examines the relationship between economic liberalization policies and development outcomes in emerging economies.
-
B.
The Economy, Liberty, and the State
"The Economy, Liberty, and the State" is a scholarly work by economist Calvin B. Hoover examining the relationship between free markets, individual freedom, and government intervention in modern economic systems.
-
C.
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.
-
D.
“Macroeconomic Policy in a World Economy”
“Macroeconomic Policy in a World Economy” is an influential economics book that analyzes how monetary and fiscal policies operate and interact in an open, globally integrated economy.
-
E.
The Australian Financial System
The Australian Financial System is the network of institutions, markets, regulations, and payment systems that intermediates savings and investment and supports economic activity in Australia.
- 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_69ca82f56730819080cec5d991c76f4c |
completed | March 30, 2026, 2:04 p.m. |
| NER | Named-entity recognition | batch_69cb80bf6b8081909b98762b1f900bef |
completed | March 31, 2026, 8:07 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cde7e7e7ac819084e82a98c4c1249e |
completed | April 2, 2026, 3:52 a.m. |
| NEDg | Description generation | batch_69cdebf944008190b7e758ac59257e22 |
completed | April 2, 2026, 4:09 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cdeccedf4081909cab853ee1ff1b82 |
completed | April 2, 2026, 4:13 a.m. |
Created at: March 30, 2026, 6:01 p.m.