Triple

T17520791
Position Surface form Disambiguated ID Type / Status
Subject Lloyd’s algorithm E426673 entity
Predicate proposedBy P32 FINISHED
Object Stuart P. Lloyd
Stuart P. Lloyd is an American electrical engineer and information theorist best known for introducing Lloyd’s algorithm, a foundational method in vector quantization and clustering.
E1293041 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: Stuart P. Lloyd | Statement: [Lloyd’s algorithm, proposedBy, Stuart P. Lloyd]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Stuart P. Lloyd
Context triple: [Lloyd’s algorithm, proposedBy, Stuart P. Lloyd]
  • A. Robert L. Stewart
    Robert L. Stewart is a former NASA astronaut and U.S. Army brigadier general best known as one of the first astronauts to perform an untethered spacewalk using the Manned Maneuvering Unit.
  • B. Stuart E. McGowan
    Stuart E. McGowan was an American screenwriter active during Hollywood’s classic era, known for his work on Western films.
  • C. Donald E. Stewart
    Donald E. Stewart was an American screenwriter best known for his Oscar-winning work on "Missing" and his adaptations of Tom Clancy novels such as "Patriot Games" and "Clear and Present Danger."
  • D. Don A. Stuart
    Don A. Stuart was the science fiction pen name used by editor and writer John W. Campbell Jr.
  • E. Stuart R. Bell
    Stuart R. Bell is an American engineer and academic administrator who serves as the president of the University of Alabama.
  • 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: Stuart P. Lloyd
Triple: [Lloyd’s algorithm, proposedBy, Stuart P. Lloyd]
Generated description
Stuart P. Lloyd is an American electrical engineer and information theorist best known for introducing Lloyd’s algorithm, a foundational method in vector quantization and clustering.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Stuart P. Lloyd
Target entity description: Stuart P. Lloyd is an American electrical engineer and information theorist best known for introducing Lloyd’s algorithm, a foundational method in vector quantization and clustering.
  • A. Robert L. Stewart
    Robert L. Stewart is a former NASA astronaut and U.S. Army brigadier general best known as one of the first astronauts to perform an untethered spacewalk using the Manned Maneuvering Unit.
  • B. Stuart E. McGowan
    Stuart E. McGowan was an American screenwriter active during Hollywood’s classic era, known for his work on Western films.
  • C. Donald E. Stewart
    Donald E. Stewart was an American screenwriter best known for his Oscar-winning work on "Missing" and his adaptations of Tom Clancy novels such as "Patriot Games" and "Clear and Present Danger."
  • D. Don A. Stuart
    Don A. Stuart was the science fiction pen name used by editor and writer John W. Campbell Jr.
  • E. Stuart R. Bell
    Stuart R. Bell is an American engineer and academic administrator who serves as the president of the University of Alabama.
  • 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_6a0313aed00c8190b43a9be929889678 completed May 12, 2026, 11:49 a.m.
NEDg Description generation batch_6a03145fd1908190941476c90dc0932f completed May 12, 2026, 11:51 a.m.
NED2 Entity disambiguation (via description) batch_6a0314d2fddc8190a6a3805325bcfd45 completed May 12, 2026, 11:53 a.m.
Created at: April 10, 2026, 5:49 a.m.