Triple
T17520778
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Lloyd’s algorithm |
E426673
|
entity |
| Predicate | commonInitializationMethod |
P55162
|
FINISHED |
| Object |
Forgy method
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.
|
E1274345
|
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: 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.
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: Forgy method Triple: [Lloyd’s algorithm, commonInitializationMethod, Forgy method]
Generated 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.
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 (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_69d889de677081909b22d2657b1f0292 |
completed | April 10, 2026, 5:25 a.m. |
| NER | Named-entity recognition | batch_69e452d23cf08190925510344fa36f57 |
completed | April 19, 2026, 3:58 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_6a01c94237d08190bb1f874735c87803 |
completed | May 11, 2026, 12:19 p.m. |
| NEDg | Description generation | batch_6a01cabea2b48190a690b17a88d45b40 |
completed | May 11, 2026, 12:25 p.m. |
| NED2 | Entity disambiguation (via description) | batch_6a01cefa08f8819086cb86ce22193baa |
completed | May 11, 2026, 12:43 p.m. |
Created at: April 10, 2026, 5:49 a.m.