Triple

T17520778
Position Surface form Disambiguated ID Type / Status
Subject Lloyd’s algorithm E426673 entity
Predicate commonInitializationMethod P55162 FINISHED
Object Forgy method NE NERFINISHED

How this triple was built (3 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: Forgy method | Statement: [Lloyd’s algorithm, commonInitializationMethod, Forgy method]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Forgy method
Context triple: [Lloyd’s algorithm, commonInitializationMethod, Forgy method]
  • A. FOGRMA
    FOGRMA is a U.S. federal law enacted in 1982 that governs the management, collection, and auditing of royalties from oil and gas production on federal and Indian lands.
  • B. FGS
    FGS is a high-precision optical instrument used on space telescopes to maintain accurate pointing and stabilization during observations.
  • C. FOGE
    FOGE is the abbreviated name of Switzerland’s Federal Office for Gender Equality, the national authority responsible for promoting equal rights and opportunities for all genders.
  • D. Forge
    Forge Fitzwilliam is a fictional character whose given name is Forge.
  • E. Forge
    Forge is a core Protoss structure in StarCraft used primarily for researching ground unit upgrades and constructing defensive photon cannons.
  • F. None of above. chosen
  • G. Unsure - the case is ambiguous/there is not enough information to decide.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Forgy method
Target entity description: The Forgy method is a simple initialization technique for k-means clustering that selects k initial cluster centers uniformly at random from the data points.
  • A. FOGRMA
    FOGRMA is a U.S. federal law enacted in 1982 that governs the management, collection, and auditing of royalties from oil and gas production on federal and Indian lands.
  • B. FGS
    FGS is a high-precision optical instrument used on space telescopes to maintain accurate pointing and stabilization during observations.
  • C. FOGE
    FOGE is the abbreviated name of Switzerland’s Federal Office for Gender Equality, the national authority responsible for promoting equal rights and opportunities for all genders.
  • D. Forge
    Forge Fitzwilliam is a fictional character whose given name is Forge.
  • E. Forge
    Forge is a core Protoss structure in StarCraft used primarily for researching ground unit upgrades and constructing defensive photon cannons.
  • F. None of above. chosen

Provenance (2 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_69d889de677081909b22d2657b1f0292 completed April 10, 2026, 5:25 a.m.
NER Named-entity recognition batch_69e452d23cf08190925510344fa36f57 completed April 19, 2026, 3:58 a.m.
Created at: April 10, 2026, 5:49 a.m.