Triple

T1880136
Position Surface form Disambiguated ID Type / Status
Subject Selangor E39832 entity
Predicate hasHigherEducationInstitution P113 FINISHED
Object Universiti Teknologi MARA
Universiti Teknologi MARA is a major Malaysian public university and one of the country’s largest institutions of higher learning, known for providing accessible education primarily to Bumiputera students across multiple campuses nationwide.
 E210331 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: Universiti Teknologi MARA | Statement: [Selangor, hasHigherEducationInstitution, Universiti Teknologi MARA]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Universiti Teknologi MARA
Context triple: [Selangor, hasHigherEducationInstitution, Universiti Teknologi MARA]
  • A. Universiti Sains Islam Malaysia
    Universiti Sains Islam Malaysia is a Malaysian public university that integrates Islamic values with science and contemporary academic disciplines.
  • B. Sunway University (Malaysia)
    Sunway University is a leading private Malaysian university in Subang Jaya known for its strong industry links, international partnerships, and emphasis on research and quality teaching.
  • C. State University of Medan
    State University of Medan is a public higher education institution located in Medan, Indonesia, known for its teacher training and educational programs.
  • D. State University of Makassar
    State University of Makassar is a public higher education institution in Makassar, Indonesia, known for its teacher education and diverse academic programs.
  • E. Universitas Muhammadiyah Malang
    Universitas Muhammadiyah Malang is a prominent private Islamic university in Malang, Indonesia, affiliated with the Muhammadiyah organization and known for its diverse academic programs and community engagement.
  • 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: Universiti Teknologi MARA
Triple: [Selangor, hasHigherEducationInstitution, Universiti Teknologi MARA]
Generated description
Universiti Teknologi MARA is a major Malaysian public university and one of the country’s largest institutions of higher learning, known for providing accessible education primarily to Bumiputera students across multiple campuses nationwide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Universiti Teknologi MARA
Target entity description: Universiti Teknologi MARA is a major Malaysian public university and one of the country’s largest institutions of higher learning, known for providing accessible education primarily to Bumiputera students across multiple campuses nationwide.
  • A. Universiti Sains Islam Malaysia
    Universiti Sains Islam Malaysia is a Malaysian public university that integrates Islamic values with science and contemporary academic disciplines.
  • B. Sunway University (Malaysia)
    Sunway University is a leading private Malaysian university in Subang Jaya known for its strong industry links, international partnerships, and emphasis on research and quality teaching.
  • C. State University of Medan
    State University of Medan is a public higher education institution located in Medan, Indonesia, known for its teacher training and educational programs.
  • D. State University of Makassar
    State University of Makassar is a public higher education institution in Makassar, Indonesia, known for its teacher education and diverse academic programs.
  • E. Universitas Muhammadiyah Malang
    Universitas Muhammadiyah Malang is a prominent private Islamic university in Malang, Indonesia, affiliated with the Muhammadiyah organization and known for its diverse academic programs and community engagement.
  • 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_69a88633e4fc8190b7eb40463e048ec5 completed March 4, 2026, 7:21 p.m.
NER Named-entity recognition batch_69abb0fa3d388190993073ffb0f60a84 completed March 7, 2026, 5 a.m.
NED1 Entity disambiguation (via context triple) batch_69addf5c55e081909fc6912e1283a73a completed March 8, 2026, 8:43 p.m.
NEDg Description generation batch_69ade089c3848190a730957799b08993 completed March 8, 2026, 8:48 p.m.
NED2 Entity disambiguation (via description) batch_69ade14bd7e48190bf7d4832a4d46992 completed March 8, 2026, 8:51 p.m.
Created at: March 4, 2026, 7:34 p.m.