Triple
T8838704
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Universiti Teknologi MARA |
E210331
|
entity |
| Predicate | formerName |
P65
|
FINISHED |
| Object |
MARA College
MARA College was the earlier institutional name for what later became Universiti Teknologi MARA, a major Malaysian public university focused on expanding educational opportunities, particularly for Bumiputera students.
|
E761404
|
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: MARA College | Statement: [Universiti Teknologi MARA, formerName, MARA College]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: MARA College Context triple: [Universiti Teknologi MARA, formerName, MARA College]
-
A.
Marr College
Marr College is a secondary school in Troon, South Ayrshire, Scotland, known for serving the local community’s comprehensive education needs.
-
B.
Monte Ahuja College of Business
Monte Ahuja College of Business is the business school of Cleveland State University, offering undergraduate and graduate programs in fields such as accounting, finance, marketing, and management.
-
C.
Strathmore University
Strathmore University is a leading private university in Kenya known for its strong programs in business, information technology, and law.
-
D.
Colangelo College of Business
Colangelo College of Business is the business school of Grand Canyon University, offering undergraduate and graduate programs focused on entrepreneurship, leadership, and ethical business practices.
-
E.
Uluberia College
Uluberia College is an undergraduate higher education institution located in Uluberia, West Bengal, India, offering a range of arts, science, and commerce programs.
- 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: MARA College Triple: [Universiti Teknologi MARA, formerName, MARA College]
Generated description
MARA College was the earlier institutional name for what later became Universiti Teknologi MARA, a major Malaysian public university focused on expanding educational opportunities, particularly for Bumiputera students.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: MARA College Target entity description: MARA College was the earlier institutional name for what later became Universiti Teknologi MARA, a major Malaysian public university focused on expanding educational opportunities, particularly for Bumiputera students.
-
A.
Marr College
Marr College is a secondary school in Troon, South Ayrshire, Scotland, known for serving the local community’s comprehensive education needs.
-
B.
Monte Ahuja College of Business
Monte Ahuja College of Business is the business school of Cleveland State University, offering undergraduate and graduate programs in fields such as accounting, finance, marketing, and management.
-
C.
Strathmore University
Strathmore University is a leading private university in Kenya known for its strong programs in business, information technology, and law.
-
D.
Colangelo College of Business
Colangelo College of Business is the business school of Grand Canyon University, offering undergraduate and graduate programs focused on entrepreneurship, leadership, and ethical business practices.
-
E.
Uluberia College
Uluberia College is an undergraduate higher education institution located in Uluberia, West Bengal, India, offering a range of arts, science, and commerce programs.
- 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_69ca8388549c819095fd94eadefbb007 |
completed | March 30, 2026, 2:07 p.m. |
| NER | Named-entity recognition | batch_69cc606c60ac8190b2b6bd7f042c02f8 |
completed | April 1, 2026, 12:01 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69cf89933e8c81909672bcec70f7d5ce |
completed | April 3, 2026, 9:34 a.m. |
| NEDg | Description generation | batch_69cf8bb6d7dc8190a91864130513fa4e |
completed | April 3, 2026, 9:43 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69cf8ca3e2788190a33fb28132944759 |
completed | April 3, 2026, 9:47 a.m. |
Created at: March 30, 2026, 6:48 p.m.