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.