Triple

T6839926
Position Surface form Disambiguated ID Type / Status
Subject Anzac-class frigate E157543 entity
Predicate navalClassOf P3141 FINISHED
Object HMAS Ballarat (FFH 155)
HMAS Ballarat (FFH 155) is a Royal Australian Navy frigate commissioned in the early 2000s, designed for multi-role operations including anti-air, anti-surface, and anti-submarine warfare.
 E636921 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: HMAS Ballarat (FFH 155) | Statement: [Anzac-class frigate, navalClassOf, HMAS Ballarat (FFH 155)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: HMAS Ballarat (FFH 155)
Context triple: [Anzac-class frigate, navalClassOf, HMAS Ballarat (FFH 155)]
  • A. HMAS Parramatta (FFH 154)
    HMAS Parramatta (FFH 154) is a Royal Australian Navy frigate commissioned in the early 2000s, designed for multi-role operations including anti-air, anti-surface, and anti-submarine warfare.
  • B. HMAS Arunta (FFH 151)
    HMAS Arunta (FFH 151) is a Royal Australian Navy warship commissioned in the late 1990s, designed for anti-air, anti-surface, and anti-submarine warfare and named after the Arrernte (Arunta) Aboriginal people.
  • C. HMAS Warramunga (FFH 152)
    HMAS Warramunga (FFH 152) is a Royal Australian Navy frigate commissioned in the early 2000s, designed for anti-air, anti-surface, and anti-submarine warfare and deployed on operations in the Indo-Pacific and Middle East regions.
  • D. HMAS Stuart (FFH 153)
    HMAS Stuart (FFH 153) is a Royal Australian Navy frigate commissioned in the late 1990s, designed for multi-role operations including anti-submarine, anti-surface, and anti-air warfare.
  • E. HMAS Canberra (FFG 02)
    HMAS Canberra (FFG 02) was an Adelaide-class guided missile frigate of the Royal Australian Navy that served from the early 1980s until its decommissioning in 2005.
  • 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: HMAS Ballarat (FFH 155)
Triple: [Anzac-class frigate, navalClassOf, HMAS Ballarat (FFH 155)]
Generated description
HMAS Ballarat (FFH 155) is a Royal Australian Navy frigate commissioned in the early 2000s, designed for multi-role operations including anti-air, anti-surface, and anti-submarine warfare.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: HMAS Ballarat (FFH 155)
Target entity description: HMAS Ballarat (FFH 155) is a Royal Australian Navy frigate commissioned in the early 2000s, designed for multi-role operations including anti-air, anti-surface, and anti-submarine warfare.
  • A. HMAS Parramatta (FFH 154)
    HMAS Parramatta (FFH 154) is a Royal Australian Navy frigate commissioned in the early 2000s, designed for multi-role operations including anti-air, anti-surface, and anti-submarine warfare.
  • B. HMAS Arunta (FFH 151)
    HMAS Arunta (FFH 151) is a Royal Australian Navy warship commissioned in the late 1990s, designed for anti-air, anti-surface, and anti-submarine warfare and named after the Arrernte (Arunta) Aboriginal people.
  • C. HMAS Warramunga (FFH 152)
    HMAS Warramunga (FFH 152) is a Royal Australian Navy frigate commissioned in the early 2000s, designed for anti-air, anti-surface, and anti-submarine warfare and deployed on operations in the Indo-Pacific and Middle East regions.
  • D. HMAS Stuart (FFH 153)
    HMAS Stuart (FFH 153) is a Royal Australian Navy frigate commissioned in the late 1990s, designed for multi-role operations including anti-submarine, anti-surface, and anti-air warfare.
  • E. HMAS Canberra (FFG 02)
    HMAS Canberra (FFG 02) was an Adelaide-class guided missile frigate of the Royal Australian Navy that served from the early 1980s until its decommissioning in 2005.
  • 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_69c6882c53608190b99aebef079b23bd completed March 27, 2026, 1:37 p.m.
NER Named-entity recognition batch_69c6d7ca96008190ba79563c2a9a9b0e completed March 27, 2026, 7:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69c7752f047481908fb58112d783ba1e completed March 28, 2026, 6:29 a.m.
NEDg Description generation batch_69c7771599888190a08cfe512facbe2e completed March 28, 2026, 6:37 a.m.
NED2 Entity disambiguation (via description) batch_69c777b57cf08190899793bd70fef745 completed March 28, 2026, 6:39 a.m.
Created at: March 27, 2026, 2:19 p.m.