Triple
T1531692
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Domain-Driven Design: Tackling Complexity in the Heart of Software |
E32456
|
entity |
| Predicate | author |
P4
|
FINISHED |
| Object |
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.
|
E177706
|
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: Eric Evans | Statement: [Domain-Driven Design: Tackling Complexity in the Heart of Software, author, Eric Evans]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Eric Evans Context triple: [Domain-Driven Design: Tackling Complexity in the Heart of Software, author, Eric Evans]
-
A.
David A. Evans
David A. Evans was a highly influential American organic chemist renowned for his pioneering work in asymmetric synthesis and the development of the Evans aldol reaction.
-
B.
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.
-
C.
Richard Hamlett
Richard Hamlett is an American real estate developer best known for his marriage to actress and singer Debbie Reynolds.
-
D.
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.
-
E.
Michael Hillegas
Michael Hillegas was an American merchant and statesman who served as the first Treasurer of the United States during the Revolutionary era.
- 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: Eric Evans Triple: [Domain-Driven Design: Tackling Complexity in the Heart of Software, author, Eric Evans]
Generated description
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.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Eric Evans Target entity description: 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.
-
A.
David A. Evans
David A. Evans was a highly influential American organic chemist renowned for his pioneering work in asymmetric synthesis and the development of the Evans aldol reaction.
-
B.
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.
-
C.
Richard Hamlett
Richard Hamlett is an American real estate developer best known for his marriage to actress and singer Debbie Reynolds.
-
D.
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.
-
E.
Michael Hillegas
Michael Hillegas was an American merchant and statesman who served as the first Treasurer of the United States during the Revolutionary era.
- 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_69ad3706935481909455528b1bc4ce6c |
completed | March 8, 2026, 8:44 a.m. |
| NEDg | Description generation | batch_69ad38a26fb481908a4dbfd855a95b86 |
completed | March 8, 2026, 8:51 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad39c0b0188190ad49ff69ac88eb88 |
completed | March 8, 2026, 8:56 a.m. |
Created at: March 4, 2026, 7:26 p.m.