Triple
T10826157
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | PEP 8016 |
E255502
|
entity |
| Predicate | hasAuthor |
P4244
|
FINISHED |
| Object |
Donald Stufft
Donald Stufft is a prominent Python packaging developer and core contributor known for his work on tools like pip and for authoring key Python Enhancement Proposals.
|
E888284
|
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: Donald Stufft | Statement: [PEP 8016, hasAuthor, Donald Stufft]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Donald Stufft Context triple: [PEP 8016, hasAuthor, Donald Stufft]
-
A.
Michael Gunton
Michael Gunton is a British television producer best known for his work on major BBC natural history series such as Planet Earth II and Dynasties.
-
B.
Paul Bratter
Paul Bratter is a straight-laced, newlywed lawyer whose uptight nature comically clashes with his free-spirited wife in Neil Simon’s romantic comedy "Barefoot in the Park."
-
C.
Grant Cramer
Grant Cramer is an American actor and producer best known for his roles in 1980s films such as "Hardbodies" and "Killer Klowns from Outer Space."
-
D.
Tom Hutter
Tom Hutter is a rough, opportunistic frontiersman and river-dweller in James Fenimore Cooper’s novel "The Deerslayer," known for his morally ambiguous schemes and life on a floating fortress.
-
E.
Gabriel Heatter
Gabriel Heatter was a prominent American radio news commentator best known for his optimistic broadcasts during World War II.
- 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: Donald Stufft Triple: [PEP 8016, hasAuthor, Donald Stufft]
Generated description
Donald Stufft is a prominent Python packaging developer and core contributor known for his work on tools like pip and for authoring key Python Enhancement Proposals.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Donald Stufft Target entity description: Donald Stufft is a prominent Python packaging developer and core contributor known for his work on tools like pip and for authoring key Python Enhancement Proposals.
-
A.
Michael Gunton
Michael Gunton is a British television producer best known for his work on major BBC natural history series such as Planet Earth II and Dynasties.
-
B.
Paul Bratter
Paul Bratter is a straight-laced, newlywed lawyer whose uptight nature comically clashes with his free-spirited wife in Neil Simon’s romantic comedy "Barefoot in the Park."
-
C.
Grant Cramer
Grant Cramer is an American actor and producer best known for his roles in 1980s films such as "Hardbodies" and "Killer Klowns from Outer Space."
-
D.
Tom Hutter
Tom Hutter is a rough, opportunistic frontiersman and river-dweller in James Fenimore Cooper’s novel "The Deerslayer," known for his morally ambiguous schemes and life on a floating fortress.
-
E.
Gabriel Heatter
Gabriel Heatter was a prominent American radio news commentator best known for his optimistic broadcasts during World War II.
- 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_69d6aa8081448190a9324184f2bd1c26 |
completed | April 8, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69d734d1c24881909f56d56207cccbef |
completed | April 9, 2026, 5:10 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69de858672d8819094baf4fe98b8dea4 |
completed | April 14, 2026, 6:20 p.m. |
| NEDg | Description generation | batch_69de8e70da448190b80068fea047a88c |
completed | April 14, 2026, 6:58 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69de94dd45548190a88b5ab991756d12 |
completed | April 14, 2026, 7:26 p.m. |
Created at: April 8, 2026, 9:19 p.m.