Triple
T14294247
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Beale family |
E354396
|
entity |
| Predicate | hasMember |
P10
|
FINISHED |
| Object |
Martin Fowler
Martin Fowler is a fictional character from the long-running British soap opera "EastEnders," known as a member of the Beale family in the series.
|
E1091254
|
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: Martin Fowler | Statement: [Beale family, hasMember, Martin Fowler]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Martin Fowler Context triple: [Beale family, hasMember, Martin Fowler]
-
A.
Martin Fowler
Martin Fowler is a prominent software engineer and author known for his influential work on software design, refactoring, and agile methodologies.
-
B.
Robert C. Martin
Robert C. Martin, often known as "Uncle Bob," is a prominent software engineer, author, and speaker recognized for his influential work on agile development principles and software craftsmanship.
-
C.
Alistair Cockburn
Alistair Cockburn is a software development expert and one of the original signatories of the Agile Manifesto, known for his work on agile methodologies and use-case driven development.
-
D.
Ron Jeffries
Ron Jeffries is a prominent software developer and consultant best known as one of the original creators of Extreme Programming (XP) and an influential advocate of agile software development practices.
-
E.
Grady Booch
Grady Booch is an American software engineer and author best known as a co-developer of the Unified Modeling Language (UML) and a pioneer in object-oriented design.
- 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: Martin Fowler Triple: [Beale family, hasMember, Martin Fowler]
Generated description
Martin Fowler is a fictional character from the long-running British soap opera "EastEnders," known as a member of the Beale family in the series.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Martin Fowler Target entity description: Martin Fowler is a fictional character from the long-running British soap opera "EastEnders," known as a member of the Beale family in the series.
-
A.
Martin Fowler
Martin Fowler is a prominent software engineer and author known for his influential work on software design, refactoring, and agile methodologies.
-
B.
Robert C. Martin
Robert C. Martin, often known as "Uncle Bob," is a prominent software engineer, author, and speaker recognized for his influential work on agile development principles and software craftsmanship.
-
C.
Alistair Cockburn
Alistair Cockburn is a software development expert and one of the original signatories of the Agile Manifesto, known for his work on agile methodologies and use-case driven development.
-
D.
Ron Jeffries
Ron Jeffries is a prominent software developer and consultant best known as one of the original creators of Extreme Programming (XP) and an influential advocate of agile software development practices.
-
E.
Grady Booch
Grady Booch is an American software engineer and author best known as a co-developer of the Unified Modeling Language (UML) and a pioneer in object-oriented design.
- 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_69d8278e17088190b328c5a9d4be74ff |
completed | April 9, 2026, 10:26 p.m. |
| NER | Named-entity recognition | batch_69de717b35ec81908968994e65737c66 |
completed | April 14, 2026, 4:55 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fd3d2281d481909714f8d8cfe71514 |
completed | May 8, 2026, 1:32 a.m. |
| NEDg | Description generation | batch_69fd3ded77748190b35908e046ccce67 |
completed | May 8, 2026, 1:35 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69fd3e7425348190abf09c103cc17305 |
completed | May 8, 2026, 1:37 a.m. |
Created at: April 10, 2026, 1:11 a.m.