Triple

T15238405
Position Surface form Disambiguated ID Type / Status
Subject Malaysia LNG complex in Bintulu E364189 entity
Predicate partOf P40 FINISHED
Object Petronas LNG value chain
Petronas LNG value chain is the integrated network of liquefied natural gas exploration, production, processing, and export activities operated by Petronas, centered around key assets such as the Malaysia LNG complex in Bintulu.
E1145356 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: Petronas LNG value chain | Statement: [Malaysia LNG complex in Bintulu, partOf, Petronas LNG value chain]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Petronas LNG value chain
Context triple: [Malaysia LNG complex in Bintulu, partOf, Petronas LNG value chain]
  • A. Ichthys LNG development
    Ichthys LNG development is a major offshore liquefied natural gas project off the coast of Western Australia that processes gas and condensate from the Ichthys field for export, primarily to Asian markets.
  • B. North Field LNG projects
    The North Field LNG projects are a series of major liquefied natural gas developments in Qatar that exploit the world’s largest non-associated gas field to expand the country’s LNG production capacity.
  • C. Malaysia LNG complex in Bintulu
    The Malaysia LNG complex in Bintulu is one of the world’s largest integrated liquefied natural gas production facilities, serving as a key export hub for Malaysia’s gas resources.
  • D. 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.
  • E. PNG LNG project
    The PNG LNG project is a major liquefied natural gas development in Papua New Guinea that extracts, processes, and exports natural gas to international markets.
  • 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: Petronas LNG value chain
Triple: [Malaysia LNG complex in Bintulu, partOf, Petronas LNG value chain]
Generated description
Petronas LNG value chain is the integrated network of liquefied natural gas exploration, production, processing, and export activities operated by Petronas, centered around key assets such as the Malaysia LNG complex in Bintulu.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Petronas LNG value chain
Target entity description: Petronas LNG value chain is the integrated network of liquefied natural gas exploration, production, processing, and export activities operated by Petronas, centered around key assets such as the Malaysia LNG complex in Bintulu.
  • A. Ichthys LNG development
    Ichthys LNG development is a major offshore liquefied natural gas project off the coast of Western Australia that processes gas and condensate from the Ichthys field for export, primarily to Asian markets.
  • B. North Field LNG projects
    The North Field LNG projects are a series of major liquefied natural gas developments in Qatar that exploit the world’s largest non-associated gas field to expand the country’s LNG production capacity.
  • C. Malaysia LNG complex in Bintulu
    The Malaysia LNG complex in Bintulu is one of the world’s largest integrated liquefied natural gas production facilities, serving as a key export hub for Malaysia’s gas resources.
  • D. 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.
  • E. PNG LNG project
    The PNG LNG project is a major liquefied natural gas development in Papua New Guinea that extracts, processes, and exports natural gas to international markets.
  • 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.