Triple
T7665045
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Gang of Four |
E173603
|
entity |
| Predicate | hasMember |
P10
|
FINISHED |
| Object |
Richard Helm
Richard Helm is a software engineer and co-author of the influential book "Design Patterns: Elements of Reusable Object-Oriented Software," as part of the famed "Gang of Four."
|
E183840
|
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: Richard Helm | Statement: [Gang of Four, hasMember, Richard Helm]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Richard Helm Context triple: [Gang of Four, hasMember, Richard Helm]
-
A.
Richard Helm
Richard Helm is a software engineer and co-author of the influential "Design Patterns: Elements of Reusable Object-Oriented Software," which helped formalize and popularize design patterns in software development.
-
B.
Ben Rich
Ben Rich was an American aerospace engineer and longtime head of Lockheed's Skunk Works, renowned for leading the development of stealth aircraft such as the F-117 Nighthawk.
-
C.
Richard Miller
Richard Miller is a philosopher known for his contributions to political philosophy and ethics, particularly within the tradition of Analytical Marxism.
-
D.
Roger K. Furse
Roger K. Furse was a British costume and production designer renowned for his work on classic films, including being among the earliest recipients of the Academy Award for Best Costume Design.
-
E.
Carl Ellsworth
Carl Ellsworth is an American screenwriter known for writing suspense and thriller films such as "Red Eye" and "Disturbia."
- 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: Richard Helm Triple: [Gang of Four, hasMember, Richard Helm]
Generated description
Richard Helm is a software engineer and co-author of the influential book "Design Patterns: Elements of Reusable Object-Oriented Software," as part of the famed "Gang of Four."
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Richard Helm Target entity description: Richard Helm is a software engineer and co-author of the influential book "Design Patterns: Elements of Reusable Object-Oriented Software," as part of the famed "Gang of Four."
-
A.
Richard Helm
chosen
Richard Helm is a software engineer and co-author of the influential "Design Patterns: Elements of Reusable Object-Oriented Software," which helped formalize and popularize design patterns in software development.
-
B.
Ben Rich
Ben Rich was an American aerospace engineer and longtime head of Lockheed's Skunk Works, renowned for leading the development of stealth aircraft such as the F-117 Nighthawk.
-
C.
Richard Miller
Richard Miller is a philosopher known for his contributions to political philosophy and ethics, particularly within the tradition of Analytical Marxism.
-
D.
Roger K. Furse
Roger K. Furse was a British costume and production designer renowned for his work on classic films, including being among the earliest recipients of the Academy Award for Best Costume Design.
-
E.
Carl Ellsworth
Carl Ellsworth is an American screenwriter known for writing suspense and thriller films such as "Red Eye" and "Disturbia."
- F. None of above.
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_69c699562484819086752091e3164a27 |
completed | March 27, 2026, 2:51 p.m. |
| NER | Named-entity recognition | batch_69c701bfb67c81908b416802eaf0faac |
completed | March 27, 2026, 10:16 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69c8be205b848190a850abc3f5ac4ef3 |
completed | March 29, 2026, 5:52 a.m. |
| NEDg | Description generation | batch_69c8bfc8256081908a6ae947d783f19f |
completed | March 29, 2026, 5:59 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69c8c02e7a548190b2c5ad84e4c3f1fb |
completed | March 29, 2026, 6:01 a.m. |
Created at: March 27, 2026, 4 p.m.