Triple

T8420217
Position Surface form Disambiguated ID Type / Status
Subject Royal Malaysian Navy E198828 entity
Predicate frigateClassOperated P82092 FINISHED
Object Lekiu-class frigate
The Lekiu-class frigate is a class of modern guided-missile frigates built in the United Kingdom for Malaysia, serving as some of the Royal Malaysian Navy’s principal surface combatants.
E732233 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: Lekiu-class frigate | Statement: [Royal Malaysian Navy, frigateClassOperated, Lekiu-class frigate]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Lekiu-class frigate
Context triple: [Royal Malaysian Navy, frigateClassOperated, Lekiu-class frigate]
  • A. Buyan-class corvette
    The Buyan-class corvette is a class of small, Russian Navy missile-armed warships designed for littoral operations and capable of launching long-range cruise missiles.
  • B. Gepard-class frigate
    The Gepard-class frigate is a class of Russian multi-role warships designed for patrol, escort, and anti-submarine operations, used both by the Russian Navy and for export.
  • C. Kamorta-class corvette
    The Kamorta-class corvette is a class of Indian-built anti-submarine warfare stealth corvettes designed for coastal and blue-water operations.
  • D. Formidable-class frigate
    The Formidable-class frigate is a class of stealth-capable, multi-role guided-missile warships designed for advanced air, surface, and underwater warfare operations.
  • E. Type 26 frigate
    The Type 26 frigate is a class of advanced, multi-mission Royal Navy warships designed primarily for anti-submarine warfare and global combat operations.
  • 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: Lekiu-class frigate
Triple: [Royal Malaysian Navy, frigateClassOperated, Lekiu-class frigate]
Generated description
The Lekiu-class frigate is a class of modern guided-missile frigates built in the United Kingdom for Malaysia, serving as some of the Royal Malaysian Navy’s principal surface combatants.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Lekiu-class frigate
Target entity description: The Lekiu-class frigate is a class of modern guided-missile frigates built in the United Kingdom for Malaysia, serving as some of the Royal Malaysian Navy’s principal surface combatants.
  • A. Buyan-class corvette
    The Buyan-class corvette is a class of small, Russian Navy missile-armed warships designed for littoral operations and capable of launching long-range cruise missiles.
  • B. Gepard-class frigate
    The Gepard-class frigate is a class of Russian multi-role warships designed for patrol, escort, and anti-submarine operations, used both by the Russian Navy and for export.
  • C. Kamorta-class corvette
    The Kamorta-class corvette is a class of Indian-built anti-submarine warfare stealth corvettes designed for coastal and blue-water operations.
  • D. Formidable-class frigate
    The Formidable-class frigate is a class of stealth-capable, multi-role guided-missile warships designed for advanced air, surface, and underwater warfare operations.
  • E. Type 26 frigate
    The Type 26 frigate is a class of advanced, multi-mission Royal Navy warships designed primarily for anti-submarine warfare and global combat operations.
  • F. None of above. chosen
PD Predicate disambiguation gpt-5-mini-2025-08-07
Target predicate: frigateClassOperated
Context triple: [Royal Malaysian Navy, frigateClassOperated, Lekiu-class frigate]
  • A. fleetTypeOperated
    Indicates that an entity operates or manages a particular type or category of fleet.
  • B. fleetFlagshipOf
    Indicates that one entity serves as the primary or leading flagship of a particular fleet.
  • C. squadronFlagshipOf
    Indicates that one entity serves as the primary or lead flagship vessel of a particular squadron.
  • D. navalFleet
    Indicates a relationship where multiple naval vessels are organized and operate together as a coordinated maritime military force.
  • E. shipClass
    Indicates the classification or type category to which a particular ship belongs.
  • F. None of above. chosen

Provenance (7 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.
PDg Predicate description generation batch_69cb77690720819099de1e22b84a9563 completed March 31, 2026, 7:27 a.m.
Created at: March 30, 2026, 6:06 p.m.