Triple
T247680
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Azim Premji |
E5073
|
entity |
| Predicate | companyTransformed |
P4439
|
FINISHED |
| Object |
Wipro from vegetable oil business to IT services giant
Wipro from vegetable oil business to IT services giant refers to the remarkable transformation of Wipro Limited from a small vegetable oil manufacturer into one of India’s leading global information technology and consulting companies.
|
E31805
|
NE FINISHED |
How this triple was built (5 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: Wipro from vegetable oil business to IT services giant | Statement: [Azim Premji, companyTransformed, Wipro from vegetable oil business to IT services giant]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Wipro from vegetable oil business to IT services giant Context triple: [Azim Premji, companyTransformed, Wipro from vegetable oil business to IT services giant]
-
A.
ITC
ITC is the commonly used abbreviation for the United Nations Economic Commission for Europe’s Inland Transport Committee, a key intergovernmental body overseeing international inland transport policy and regulations.
-
B.
IBM
IBM is a multinational technology and consulting company known for its pioneering work in computer hardware, software, and enterprise services.
-
C.
Hewlett-Packard
Hewlett-Packard is a pioneering American technology company known for its innovations in computing, printers, and enterprise IT solutions.
-
D.
Industrial Development Board
The Industrial Development Board is the main policymaking and oversight body that guides the strategic direction and program priorities of the United Nations Industrial Development Organization.
-
E.
Lotus Development Corporation
Lotus Development Corporation was a pioneering American software company best known for creating the influential spreadsheet program Lotus 1-2-3, which dominated the business software market in the 1980s.
- 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: Wipro from vegetable oil business to IT services giant Triple: [Azim Premji, companyTransformed, Wipro from vegetable oil business to IT services giant]
Generated description
Wipro from vegetable oil business to IT services giant refers to the remarkable transformation of Wipro Limited from a small vegetable oil manufacturer into one of India’s leading global information technology and consulting companies.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Wipro from vegetable oil business to IT services giant Target entity description: Wipro from vegetable oil business to IT services giant refers to the remarkable transformation of Wipro Limited from a small vegetable oil manufacturer into one of India’s leading global information technology and consulting companies.
-
A.
ITC
ITC is the commonly used abbreviation for the United Nations Economic Commission for Europe’s Inland Transport Committee, a key intergovernmental body overseeing international inland transport policy and regulations.
-
B.
IBM
IBM is a multinational technology and consulting company known for its pioneering work in computer hardware, software, and enterprise services.
-
C.
Hewlett-Packard
Hewlett-Packard is a pioneering American technology company known for its innovations in computing, printers, and enterprise IT solutions.
-
D.
Industrial Development Board
The Industrial Development Board is the main policymaking and oversight body that guides the strategic direction and program priorities of the United Nations Industrial Development Organization.
-
E.
Lotus Development Corporation
Lotus Development Corporation was a pioneering American software company best known for creating the influential spreadsheet program Lotus 1-2-3, which dominated the business software market in the 1980s.
- F. None of above. chosen
PD
Predicate disambiguation
gpt-5-mini-2025-08-07
Target predicate: companyTransformed Context triple: [Azim Premji, companyTransformed, Wipro from vegetable oil business to IT services giant]
-
A.
company
Indicates that an entity is a business organization engaged in commercial, industrial, or professional activities.
-
B.
corporateTransformation
chosen
Indicates a relationship where an organization undergoes a significant structural, strategic, or operational change from one corporate state to another.
-
C.
corporateStructure
Indicates how entities are organized, controlled, and related within a corporate hierarchy or ownership structure.
-
D.
underlyingCompany
Indicates that one entity serves as the fundamental or base company upon which another entity (such as a product, instrument, or structure) is built, derived, or dependent.
-
E.
employerType
Indicates the classification or category of an employer in relation to the entity (e.g., public, private, nonprofit, self-employed).
- F. None of above.
Provenance (6 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_69a257c4bf688190a46ebbf411ab7473 |
completed | Feb. 28, 2026, 2:49 a.m. |
| NER | Named-entity recognition | batch_69a25d154ebc819087a5c9dc4f62ff44 |
completed | Feb. 28, 2026, 3:12 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69a36cf64798819096218d320b00a3a9 |
completed | Feb. 28, 2026, 10:32 p.m. |
| NEDg | Description generation | batch_69a36d713d548190afadbc7ec7509d98 |
completed | Feb. 28, 2026, 10:34 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69a36e072f188190a0961926536659c1 |
completed | Feb. 28, 2026, 10:36 p.m. |
| PD | Predicate disambiguation | batch_69a25b64ea3081908de626a0e1445bdb |
completed | Feb. 28, 2026, 3:05 a.m. |
Created at: Feb. 28, 2026, 2:54 a.m.