Triple
T8901331
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Business Cycles |
E211935
|
entity |
| Predicate | relatedConcept |
P37
|
FINISHED |
| Object |
Kitchin cycles
Kitchin cycles are short-term economic fluctuations, typically lasting around 3–5 years, often associated with inventory adjustments and minor business cycle variations.
|
E764578
|
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: Kitchin cycles | Statement: [Business Cycles, relatedConcept, Kitchin cycles]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Kitchin cycles Context triple: [Business Cycles, relatedConcept, Kitchin cycles]
-
A.
Business Cycle Dating Committee
The Business Cycle Dating Committee is a panel of economists that officially determines the dates of recessions and expansions in the U.S. economy.
-
B.
Modigliani–Brumberg model
The Modigliani–Brumberg model is an economic life-cycle theory explaining how individuals plan consumption and saving over their lifetimes to smooth living standards despite changing income.
-
C.
National Bureau of Economic Research studies in business cycles
National Bureau of Economic Research studies in business cycles is a scholarly series of empirical and historical research volumes analyzing fluctuations and long-term patterns in the U.S. and global economies.
-
D.
The Property Cycle
The Property Cycle is a UK-based property investment and development company associated with businessman and politician Richard Tice.
-
E.
Business Cycles in the United States of America, 1919–1932
"Business Cycles in the United States of America, 1919–1932" is an influential econometric study by Jan Tinbergen that analyzes and models U.S. economic fluctuations during the interwar period.
- 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: Kitchin cycles Triple: [Business Cycles, relatedConcept, Kitchin cycles]
Generated description
Kitchin cycles are short-term economic fluctuations, typically lasting around 3–5 years, often associated with inventory adjustments and minor business cycle variations.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Kitchin cycles Target entity description: Kitchin cycles are short-term economic fluctuations, typically lasting around 3–5 years, often associated with inventory adjustments and minor business cycle variations.
-
A.
Business Cycle Dating Committee
The Business Cycle Dating Committee is a panel of economists that officially determines the dates of recessions and expansions in the U.S. economy.
-
B.
Modigliani–Brumberg model
The Modigliani–Brumberg model is an economic life-cycle theory explaining how individuals plan consumption and saving over their lifetimes to smooth living standards despite changing income.
-
C.
National Bureau of Economic Research studies in business cycles
National Bureau of Economic Research studies in business cycles is a scholarly series of empirical and historical research volumes analyzing fluctuations and long-term patterns in the U.S. and global economies.
-
D.
The Property Cycle
The Property Cycle is a UK-based property investment and development company associated with businessman and politician Richard Tice.
-
E.
Business Cycles in the United States of America, 1919–1932
"Business Cycles in the United States of America, 1919–1932" is an influential econometric study by Jan Tinbergen that analyzes and models U.S. economic fluctuations during the interwar period.
- 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_69ca83918d3081909b326fa3750cb8c8 |
completed | March 30, 2026, 2:07 p.m. |
| NER | Named-entity recognition | batch_69cc6428ffc48190814f6b865961dbd1 |
completed | April 1, 2026, 12:17 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cfac1846f481909aad27a6dacddba2 |
completed | April 3, 2026, 12:01 p.m. |
| NEDg | Description generation | batch_69cfacb58f208190b5e8eeba58f1bd78 |
completed | April 3, 2026, 12:04 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69cfad73f7a8819089ee3dadf321220e |
completed | April 3, 2026, 12:07 p.m. |
Created at: March 30, 2026, 6:54 p.m.