Triple
T1531602
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Refactoring: Improving the Design of Existing Code |
E32454
|
entity |
| Predicate | contributor |
P1993
|
FINISHED |
| Object |
Don Roberts
Don Roberts is a software engineer and author known for his contributions to object-oriented design and refactoring, including work on the influential book "Refactoring: Improving the Design of Existing Code."
|
E195914
|
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: Don Roberts | Statement: [Refactoring: Improving the Design of Existing Code, contributor, Don Roberts]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Don Roberts Context triple: [Refactoring: Improving the Design of Existing Code, contributor, Don Roberts]
-
A.
Fred McMullin
Fred McMullin was a utility infielder for the Chicago White Sox best known for his role as one of the eight players implicated in the 1919 Black Sox Scandal.
-
B.
Harry Bright
Harry Bright is one of the three possible fathers and central adult characters in the musical and film "Mamma Mia!", known for his reserved, uptight demeanor that contrasts with the story’s exuberant Greek-island setting.
-
C.
Jim Smith
Jim Smith was an English football manager best known for his influential spell in charge of Derby County and a long career managing numerous clubs in the English leagues.
-
D.
Robert Getchell
Robert Getchell was an American screenwriter best known for his character-driven scripts in the 1970s and 1980s, including the film that inspired the TV series "Alice."
-
E.
Hurd Hatfield
Hurd Hatfield was an American actor best known for his haunting title role in the 1945 film adaptation of "The Picture of Dorian Gray."
- 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: Don Roberts Triple: [Refactoring: Improving the Design of Existing Code, contributor, Don Roberts]
Generated description
Don Roberts is a software engineer and author known for his contributions to object-oriented design and refactoring, including work on the influential book "Refactoring: Improving the Design of Existing Code."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Don Roberts Target entity description: Don Roberts is a software engineer and author known for his contributions to object-oriented design and refactoring, including work on the influential book "Refactoring: Improving the Design of Existing Code."
-
A.
Fred McMullin
Fred McMullin was a utility infielder for the Chicago White Sox best known for his role as one of the eight players implicated in the 1919 Black Sox Scandal.
-
B.
Harry Bright
Harry Bright is one of the three possible fathers and central adult characters in the musical and film "Mamma Mia!", known for his reserved, uptight demeanor that contrasts with the story’s exuberant Greek-island setting.
-
C.
Jim Smith
Jim Smith was an English football manager best known for his influential spell in charge of Derby County and a long career managing numerous clubs in the English leagues.
-
D.
Robert Getchell
Robert Getchell was an American screenwriter best known for his character-driven scripts in the 1970s and 1980s, including the film that inspired the TV series "Alice."
-
E.
Hurd Hatfield
Hurd Hatfield was an American actor best known for his haunting title role in the 1945 film adaptation of "The Picture of Dorian Gray."
- 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_69a885ea86308190998f6bc14bb91f8e |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69a90816b5e88190aa92a8558e35744b |
completed | March 5, 2026, 4:35 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ada0c08db88190915a4ca2350c7cc9 |
completed | March 8, 2026, 4:16 p.m. |
| NEDg | Description generation | batch_69ada1a0510481908ed8c36c9ae9a1a0 |
completed | March 8, 2026, 4:19 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69ada26343988190bd067ca97186eb96 |
completed | March 8, 2026, 4:22 p.m. |
Created at: March 4, 2026, 7:26 p.m.