Triple
T1531600
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Refactoring: Improving the Design of Existing Code |
E32454
|
entity |
| Predicate | contributor |
P1993
|
FINISHED |
| Object |
John Brant
John Brant is a software engineer and author best known for his work on refactoring and his contributions to influential software development tools and literature.
|
E173634
|
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: John Brant | Statement: [Refactoring: Improving the Design of Existing Code, contributor, John Brant]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: John Brant Context triple: [Refactoring: Improving the Design of Existing Code, contributor, John Brant]
-
A.
Conrad Riggs
Conrad Riggs is a television producer best known for his executive production work on major reality TV franchises, including "The Apprentice."
-
B.
Curt Fraser
Curt Fraser is a Canadian former professional ice hockey player and coach best known as the first head coach in Atlanta Thrashers franchise history.
-
C.
John Dawson
John Dawson was a pioneering American plasma physicist renowned for his foundational contributions to plasma theory and fusion research.
-
D.
Bruce Fraser
Bruce Fraser was a senior British Royal Navy admiral who played a key role in Allied naval operations during World War II and represented the United Kingdom at the formal Japanese Instrument of Surrender.
-
E.
Lud Wray
Lud Wray was an early professional football coach and executive best known for co-founding and serving as the first head coach of the Philadelphia Eagles in the NFL.
- 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: John Brant Triple: [Refactoring: Improving the Design of Existing Code, contributor, John Brant]
Generated description
John Brant is a software engineer and author best known for his work on refactoring and his contributions to influential software development tools and literature.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: John Brant Target entity description: John Brant is a software engineer and author best known for his work on refactoring and his contributions to influential software development tools and literature.
-
A.
Conrad Riggs
Conrad Riggs is a television producer best known for his executive production work on major reality TV franchises, including "The Apprentice."
-
B.
Curt Fraser
Curt Fraser is a Canadian former professional ice hockey player and coach best known as the first head coach in Atlanta Thrashers franchise history.
-
C.
John Dawson
John Dawson was a pioneering American plasma physicist renowned for his foundational contributions to plasma theory and fusion research.
-
D.
Bruce Fraser
Bruce Fraser was a senior British Royal Navy admiral who played a key role in Allied naval operations during World War II and represented the United Kingdom at the formal Japanese Instrument of Surrender.
-
E.
Lud Wray
Lud Wray was an early professional football coach and executive best known for co-founding and serving as the first head coach of the Philadelphia Eagles in the NFL.
- 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_69ad2957e6e4819087504a16bc32d60b |
completed | March 8, 2026, 7:46 a.m. |
| NEDg | Description generation | batch_69ad2a18a79c81908f04ba9aa55d52a0 |
completed | March 8, 2026, 7:49 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad2a8deae8819095731fdd1b4bd310 |
completed | March 8, 2026, 7:51 a.m. |
Created at: March 4, 2026, 7:26 p.m.