Triple
T1565499
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | The Pragmatic Programmer |
E33423
|
entity |
| Predicate | author |
P4
|
FINISHED |
| Object |
Andrew Hunt
Andrew Hunt is a prominent software developer and author best known for co-writing the influential book "The Pragmatic Programmer."
|
E180037
|
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: Andrew Hunt | Statement: [The Pragmatic Programmer, author, Andrew Hunt]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Andrew Hunt Context triple: [The Pragmatic Programmer, author, Andrew Hunt]
-
A.
Eric Evans
Eric Evans is a software engineer and thought leader best known for originating and popularizing the concept of Domain-Driven Design in enterprise software development.
-
B.
Kent Beck
Kent Beck is an influential American software engineer and author, best known as a pioneer of Extreme Programming, Test-Driven Development, and modern agile software practices.
-
C.
Peter Sargeant
Peter Sargeant was a colonial-era jurist who served as a judge on the Court of Oyer and Terminer.
-
D.
Michael Rogers
Michael Rogers is a relatively common personal name shared by multiple individuals across fields such as politics, sports, and the arts, rather than referring to one singular widely recognized figure.
-
E.
Richard Hamlett
Richard Hamlett is an American real estate developer best known for his marriage to actress and singer Debbie Reynolds.
- 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: Andrew Hunt Triple: [The Pragmatic Programmer, author, Andrew Hunt]
Generated description
Andrew Hunt is a prominent software developer and author best known for co-writing the influential book "The Pragmatic Programmer."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Andrew Hunt Target entity description: Andrew Hunt is a prominent software developer and author best known for co-writing the influential book "The Pragmatic Programmer."
-
A.
Eric Evans
Eric Evans is a software engineer and thought leader best known for originating and popularizing the concept of Domain-Driven Design in enterprise software development.
-
B.
Kent Beck
Kent Beck is an influential American software engineer and author, best known as a pioneer of Extreme Programming, Test-Driven Development, and modern agile software practices.
-
C.
Peter Sargeant
Peter Sargeant was a colonial-era jurist who served as a judge on the Court of Oyer and Terminer.
-
D.
Michael Rogers
Michael Rogers is a relatively common personal name shared by multiple individuals across fields such as politics, sports, and the arts, rather than referring to one singular widely recognized figure.
-
E.
Richard Hamlett
Richard Hamlett is an American real estate developer best known for his marriage to actress and singer Debbie Reynolds.
- 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_69a885f11b048190935025a035302715 |
completed | March 4, 2026, 7:20 p.m. |
| NER | Named-entity recognition | batch_69aa621242188190a7e1deeada7688d8 |
completed | March 6, 2026, 5:11 a.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad40217be88190ae17abcf1541ec55 |
completed | March 8, 2026, 9:23 a.m. |
| NEDg | Description generation | batch_69ad44074024819087ae57d85cb89654 |
completed | March 8, 2026, 9:40 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad44a1f068819095752e05a0915063 |
completed | March 8, 2026, 9:42 a.m. |
Created at: March 4, 2026, 7:27 p.m.