Triple

T8420219
Position Surface form Disambiguated ID Type / Status
Subject Royal Malaysian Navy E198828 entity
Predicate offshorePatrolVesselClassOperated P62605 FINISHED
Object Kedah-class offshore patrol vessel
The Kedah-class offshore patrol vessel is a class of modern, German-designed patrol ships built for Malaysia, featuring advanced sensors and modular capabilities for maritime surveillance and exclusive economic zone protection.
E732235 NE FINISHED

How this triple was built (5 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: Kedah-class offshore patrol vessel | Statement: [Royal Malaysian Navy, offshorePatrolVesselClassOperated, Kedah-class offshore patrol vessel]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Kedah-class offshore patrol vessel
Context triple: [Royal Malaysian Navy, offshorePatrolVesselClassOperated, Kedah-class offshore patrol vessel]
  • A. Arafura-class offshore patrol vessel
    The Arafura-class offshore patrol vessel is a modern class of Australian-built warships designed for maritime patrol, border protection, and constabulary duties in the country’s northern and regional waters.
  • B. Del Pilar-class offshore patrol vessel
    The Del Pilar-class offshore patrol vessel is a class of large, ocean-going patrol ships used by the Philippine Navy for maritime security, surveillance, and exclusive economic zone protection.
  • C. Saryu-class patrol vessel
    The Saryu-class patrol vessel is a series of offshore patrol ships of the Indian Navy designed for maritime surveillance, coastal and offshore security, and fleet support operations.
  • D. Alcaraz-class offshore patrol vessel
    The Alcaraz-class offshore patrol vessel is a class of modern patrol ships used by the Philippine Navy for maritime security, territorial defense, and law enforcement operations in Philippine waters.
  • E. Bedok-class mine countermeasures vessel
    The Bedok-class mine countermeasures vessel is a class of specialized naval ships designed for detecting, classifying, and neutralizing naval mines, operated by the Republic of Singapore Navy.
  • 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: Kedah-class offshore patrol vessel
Triple: [Royal Malaysian Navy, offshorePatrolVesselClassOperated, Kedah-class offshore patrol vessel]
Generated description
The Kedah-class offshore patrol vessel is a class of modern, German-designed patrol ships built for Malaysia, featuring advanced sensors and modular capabilities for maritime surveillance and exclusive economic zone protection.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Kedah-class offshore patrol vessel
Target entity description: The Kedah-class offshore patrol vessel is a class of modern, German-designed patrol ships built for Malaysia, featuring advanced sensors and modular capabilities for maritime surveillance and exclusive economic zone protection.
  • A. Arafura-class offshore patrol vessel
    The Arafura-class offshore patrol vessel is a modern class of Australian-built warships designed for maritime patrol, border protection, and constabulary duties in the country’s northern and regional waters.
  • B. Del Pilar-class offshore patrol vessel
    The Del Pilar-class offshore patrol vessel is a class of large, ocean-going patrol ships used by the Philippine Navy for maritime security, surveillance, and exclusive economic zone protection.
  • C. Saryu-class patrol vessel
    The Saryu-class patrol vessel is a series of offshore patrol ships of the Indian Navy designed for maritime surveillance, coastal and offshore security, and fleet support operations.
  • D. Alcaraz-class offshore patrol vessel
    The Alcaraz-class offshore patrol vessel is a class of modern patrol ships used by the Philippine Navy for maritime security, territorial defense, and law enforcement operations in Philippine waters.
  • E. Bedok-class mine countermeasures vessel
    The Bedok-class mine countermeasures vessel is a class of specialized naval ships designed for detecting, classifying, and neutralizing naval mines, operated by the Republic of Singapore Navy.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: offshorePatrolVesselClassOperated
Context triple: [Royal Malaysian Navy, offshorePatrolVesselClassOperated, Kedah-class offshore patrol vessel]
  • A. operatesVessel
    Indicates that an agent is responsible for controlling, managing, or running the operation of a vessel.
  • B. fleetTypeOperated chosen
    Indicates that an entity operates or manages a particular type or category of fleet.
  • C. commissionedShip
    Indicates that a ship has been formally placed into active service, typically following its construction or acquisition.
  • D. shipTypeProduced
    Indicates that a particular type of ship is produced, built, or manufactured by a given entity.
  • E. shipClass
    Indicates the classification or type category to which a particular ship belongs.
  • F. None of above.

Provenance (6 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.
PD Predicate disambiguation batch_69cb70d70ea081909c3dc1bd2ec14f85 completed March 31, 2026, 6:59 a.m.
Created at: March 30, 2026, 6:06 p.m.