Triple

T8420139
Position Surface form Disambiguated ID Type / Status
Subject Port of Tanjung Pelepas E198827 entity
Predicate owner P347 FINISHED
Object MMC Corporation Berhad
MMC Corporation Berhad is a leading Malaysian utilities and infrastructure conglomerate with major interests in ports, logistics, engineering, and energy.
E732227 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: MMC Corporation Berhad | Statement: [Port of Tanjung Pelepas, owner, MMC Corporation Berhad]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: MMC Corporation Berhad
Context triple: [Port of Tanjung Pelepas, owner, MMC Corporation Berhad]
  • A. MISC Berhad
    MISC Berhad is a leading Malaysian international shipping and maritime logistics company, particularly known for its energy-related shipping services.
  • B. Sunway Group
    Sunway Group is a Malaysian conglomerate with diversified interests in property development, construction, education, healthcare, and hospitality.
  • C. Petronas Dagangan Berhad
    Petronas Dagangan Berhad is the principal domestic marketing and retail arm of Malaysia’s national oil company, focusing on the distribution and sale of petroleum products and related services.
  • D. Petronas Carigali Sdn Bhd
    Petronas Carigali Sdn Bhd is the exploration and production arm of Malaysia’s national oil company, responsible for upstream oil and gas activities domestically and internationally.
  • E. Petronas Chemicals Group Berhad
    Petronas Chemicals Group Berhad is a leading Malaysian integrated chemicals producer and one of the core business arms of the national oil company PETRONAS.
  • 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: MMC Corporation Berhad
Triple: [Port of Tanjung Pelepas, owner, MMC Corporation Berhad]
Generated description
MMC Corporation Berhad is a leading Malaysian utilities and infrastructure conglomerate with major interests in ports, logistics, engineering, and energy.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: MMC Corporation Berhad
Target entity description: MMC Corporation Berhad is a leading Malaysian utilities and infrastructure conglomerate with major interests in ports, logistics, engineering, and energy.
  • A. MISC Berhad
    MISC Berhad is a leading Malaysian international shipping and maritime logistics company, particularly known for its energy-related shipping services.
  • B. Sunway Group
    Sunway Group is a Malaysian conglomerate with diversified interests in property development, construction, education, healthcare, and hospitality.
  • C. Petronas Dagangan Berhad
    Petronas Dagangan Berhad is the principal domestic marketing and retail arm of Malaysia’s national oil company, focusing on the distribution and sale of petroleum products and related services.
  • D. Petronas Carigali Sdn Bhd
    Petronas Carigali Sdn Bhd is the exploration and production arm of Malaysia’s national oil company, responsible for upstream oil and gas activities domestically and internationally.
  • E. Petronas Chemicals Group Berhad
    Petronas Chemicals Group Berhad is a leading Malaysian integrated chemicals producer and one of the core business arms of the national oil company PETRONAS.
  • 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_69ca8312d63c8190bf133b676b44a385 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cb84c941988190884a5c0cbb44bcc2 completed March 31, 2026, 8:24 a.m.
NED1 Entity disambiguation (via context triple) batch_69ce03476b288190b3df8f9f4d502ea8 completed April 2, 2026, 5:48 a.m.
NEDg Description generation batch_69ce0782b0dc8190bf971eacb3b4582c completed April 2, 2026, 6:06 a.m.
NED2 Entity disambiguation (via description) batch_69ce0854ce788190a209f229d504c038 completed April 2, 2026, 6:10 a.m.
Created at: March 30, 2026, 6:06 p.m.