Triple

T7228769
Position Surface form Disambiguated ID Type / Status
Subject Arafura-class offshore patrol vessel E154849 entity
Predicate replaces P101 FINISHED
Object Paluma-class survey motor launch (in some roles)
The Paluma-class survey motor launch is a class of small hydrographic survey vessels operated by the Royal Australian Navy, primarily used for coastal charting and shallow-water reconnaissance.
E650973 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: Paluma-class survey motor launch (in some roles) | Statement: [Arafura-class offshore patrol vessel, replaces, Paluma-class survey motor launch (in some roles)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Paluma-class survey motor launch (in some roles)
Context triple: [Arafura-class offshore patrol vessel, replaces, Paluma-class survey motor launch (in some roles)]
  • A. Serna-class landing craft
    The Serna-class landing craft is a Russian Navy amphibious vessel class designed for high-speed transport and beach landing of troops, vehicles, and equipment, notably used within formations such as the Caspian Flotilla.
  • B. 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.
  • C. 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.
  • D. Harry DeWolf-class offshore patrol vessel
    The Harry DeWolf-class offshore patrol vessel is a class of Arctic-capable warships designed for surveillance, sovereignty enforcement, and support operations in Canada's northern and coastal waters.
  • E. 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.
  • 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: Paluma-class survey motor launch (in some roles)
Triple: [Arafura-class offshore patrol vessel, replaces, Paluma-class survey motor launch (in some roles)]
Generated description
The Paluma-class survey motor launch is a class of small hydrographic survey vessels operated by the Royal Australian Navy, primarily used for coastal charting and shallow-water reconnaissance.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Paluma-class survey motor launch (in some roles)
Target entity description: The Paluma-class survey motor launch is a class of small hydrographic survey vessels operated by the Royal Australian Navy, primarily used for coastal charting and shallow-water reconnaissance.
  • A. Serna-class landing craft
    The Serna-class landing craft is a Russian Navy amphibious vessel class designed for high-speed transport and beach landing of troops, vehicles, and equipment, notably used within formations such as the Caspian Flotilla.
  • B. 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.
  • C. 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.
  • D. Harry DeWolf-class offshore patrol vessel
    The Harry DeWolf-class offshore patrol vessel is a class of Arctic-capable warships designed for surveillance, sovereignty enforcement, and support operations in Canada's northern and coastal waters.
  • E. 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.
  • 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_69c68811dd1c8190ac460bb39e64e1f0 completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6e9e0ba248190a57a3b4fa8b858c7 completed March 27, 2026, 8:34 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7cc1cdfb88190934387e44531b732 completed March 28, 2026, 12:39 p.m.
NEDg Description generation batch_69c7cdb372c481908a09df2107ada8c3 completed March 28, 2026, 12:46 p.m.
NED2 Entity disambiguation (via description) batch_69c7cebb70c881908e851556b678342a completed March 28, 2026, 12:51 p.m.
Created at: March 27, 2026, 2:54 p.m.