Triple

T15238283
Position Surface form Disambiguated ID Type / Status
Subject MISC Berhad E364186 entity
Predicate hasSubsidiary P254 FINISHED
Object Malaysia Marine and Heavy Engineering Holdings Berhad
Malaysia Marine and Heavy Engineering Holdings Berhad is a Malaysian company specializing in marine engineering, shipbuilding, and offshore oil and gas fabrication and services.
 E1145352 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: Malaysia Marine and Heavy Engineering Holdings Berhad | Statement: [MISC Berhad, hasSubsidiary, Malaysia Marine and Heavy Engineering Holdings Berhad]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Malaysia Marine and Heavy Engineering Holdings Berhad
Context triple: [MISC Berhad, hasSubsidiary, Malaysia Marine and Heavy Engineering Holdings Berhad]
  • A. 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.
  • B. Malaysia LNG Sdn Bhd
    Malaysia LNG Sdn Bhd is a major Malaysian liquefied natural gas producer and exporter operating large-scale LNG facilities in Bintulu, Sarawak.
  • C. Petronas Gas Berhad
    Petronas Gas Berhad is a Malaysian gas infrastructure and utilities company involved in gas processing, transportation, and regasification services.
  • D. Petronas Refinery and Petrochemical Corporation
    Petronas Refinery and Petrochemical Corporation is a major Malaysian refining and petrochemical company operating under state-owned energy group Petroliam Nasional Berhad (PETRONAS).
  • E. Petroliam Nasional Berhad
    Petroliam Nasional Berhad (PETRONAS) is Malaysia’s state-owned oil and gas company and one of the largest energy corporations in Southeast Asia.
  • 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: Malaysia Marine and Heavy Engineering Holdings Berhad
Triple: [MISC Berhad, hasSubsidiary, Malaysia Marine and Heavy Engineering Holdings Berhad]
Generated description
Malaysia Marine and Heavy Engineering Holdings Berhad is a Malaysian company specializing in marine engineering, shipbuilding, and offshore oil and gas fabrication and services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Malaysia Marine and Heavy Engineering Holdings Berhad
Target entity description: Malaysia Marine and Heavy Engineering Holdings Berhad is a Malaysian company specializing in marine engineering, shipbuilding, and offshore oil and gas fabrication and services.
  • A. 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.
  • B. Malaysia LNG Sdn Bhd
    Malaysia LNG Sdn Bhd is a major Malaysian liquefied natural gas producer and exporter operating large-scale LNG facilities in Bintulu, Sarawak.
  • C. Petronas Gas Berhad
    Petronas Gas Berhad is a Malaysian gas infrastructure and utilities company involved in gas processing, transportation, and regasification services.
  • D. Petronas Refinery and Petrochemical Corporation
    Petronas Refinery and Petrochemical Corporation is a major Malaysian refining and petrochemical company operating under state-owned energy group Petroliam Nasional Berhad (PETRONAS).
  • E. Petroliam Nasional Berhad
    Petroliam Nasional Berhad (PETRONAS) is Malaysia’s state-owned oil and gas company and one of the largest energy corporations in Southeast Asia.
  • 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_69d85a0dde7481908fc64d1e82d5d20d completed April 10, 2026, 2:01 a.m.
NER Named-entity recognition batch_69e007da7e988190925a9b67b8070bc7 completed April 15, 2026, 9:49 p.m.
NED1 Entity disambiguation (via context triple) batch_69fedd3f9d308190af5374f0362c62f5 completed May 9, 2026, 7:07 a.m.
NEDg Description generation batch_69feded546688190b931b60a55babcd0 completed May 9, 2026, 7:14 a.m.
NED2 Entity disambiguation (via description) batch_69fedf72e6148190afbfbe92ed2ed277 completed May 9, 2026, 7:17 a.m.
Created at: April 10, 2026, 3:12 a.m.