Triple

T9554661
Position Surface form Disambiguated ID Type / Status
Subject Maju Expressway E230510 entity
Predicate operator P179 FINISHED
Object Maju Expressway Sdn Bhd
Maju Expressway Sdn Bhd is a Malaysian private company responsible for managing and maintaining the Maju Expressway (MEX) in the Klang Valley.
E807400 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: Maju Expressway Sdn Bhd | Statement: [Maju Expressway, operator, Maju Expressway Sdn Bhd]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Maju Expressway Sdn Bhd
Context triple: [Maju Expressway, operator, Maju Expressway Sdn Bhd]
  • A. Malaysian Highway Authority
    The Malaysian Highway Authority is a government agency responsible for overseeing, regulating, and managing Malaysia’s expressway network and toll highway concessions.
  • B. Shah Alam Expressway
    The Shah Alam Expressway is a major controlled-access highway in the Klang Valley region of Malaysia that facilitates east–west travel between Klang and other key urban centers.
  • C. Cheras–Kajang Expressway
    The Cheras–Kajang Expressway is a major highway in the Klang Valley region of Malaysia that connects the suburbs of Cheras and Kajang to Kuala Lumpur, helping to ease traffic congestion and improve regional accessibility.
  • D. Damansara–Puchong Expressway
    The Damansara–Puchong Expressway is a major urban highway in the Klang Valley region of Malaysia that connects several key suburbs and helps alleviate traffic congestion between Petaling Jaya, Puchong, and surrounding areas.
  • E. South Klang Valley Expressway
    The South Klang Valley Expressway is a major Malaysian highway that serves as a key orbital route around the southern Klang Valley, linking townships such as Putrajaya, Kajang, and Banting while easing congestion on other primary expressways.
  • 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: Maju Expressway Sdn Bhd
Triple: [Maju Expressway, operator, Maju Expressway Sdn Bhd]
Generated description
Maju Expressway Sdn Bhd is a Malaysian private company responsible for managing and maintaining the Maju Expressway (MEX) in the Klang Valley.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Maju Expressway Sdn Bhd
Target entity description: Maju Expressway Sdn Bhd is a Malaysian private company responsible for managing and maintaining the Maju Expressway (MEX) in the Klang Valley.
  • A. Malaysian Highway Authority
    The Malaysian Highway Authority is a government agency responsible for overseeing, regulating, and managing Malaysia’s expressway network and toll highway concessions.
  • B. Shah Alam Expressway
    The Shah Alam Expressway is a major controlled-access highway in the Klang Valley region of Malaysia that facilitates east–west travel between Klang and other key urban centers.
  • C. Cheras–Kajang Expressway
    The Cheras–Kajang Expressway is a major highway in the Klang Valley region of Malaysia that connects the suburbs of Cheras and Kajang to Kuala Lumpur, helping to ease traffic congestion and improve regional accessibility.
  • D. Damansara–Puchong Expressway
    The Damansara–Puchong Expressway is a major urban highway in the Klang Valley region of Malaysia that connects several key suburbs and helps alleviate traffic congestion between Petaling Jaya, Puchong, and surrounding areas.
  • E. South Klang Valley Expressway
    The South Klang Valley Expressway is a major Malaysian highway that serves as a key orbital route around the southern Klang Valley, linking townships such as Putrajaya, Kajang, and Banting while easing congestion on other primary expressways.
  • 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_69ca847d3be8819099c9dad2a7e786f1 completed March 30, 2026, 2:11 p.m.
NER Named-entity recognition batch_69cd992412148190b092bd9918764d5f completed April 1, 2026, 10:16 p.m.
NED1 Entity disambiguation (via context triple) batch_69d1528bd99881909e3f51472a99917f completed April 4, 2026, 6:03 p.m.
NEDg Description generation batch_69d156a5b65c8190a7c7616b6df6c181 completed April 4, 2026, 6:21 p.m.
NED2 Entity disambiguation (via description) batch_69d15740036c8190ada8ccf59c1436d9 completed April 4, 2026, 6:24 p.m.
Created at: March 30, 2026, 8:03 p.m.