Triple
T1531674
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Clean Code: A Handbook of Agile Software Craftsmanship |
E32455
|
entity |
| Predicate | partOfSeries |
P1761
|
FINISHED |
| Object |
Robert C. Martin series
The Robert C. Martin series is a collection of influential software engineering books by Robert C. Martin that focus on clean code, agile practices, and professional software craftsmanship.
|
E173636
|
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: Robert C. Martin series | Statement: [Clean Code: A Handbook of Agile Software Craftsmanship, partOfSeries, Robert C. Martin series]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Robert C. Martin series Context triple: [Clean Code: A Handbook of Agile Software Craftsmanship, partOfSeries, Robert C. Martin series]
-
A.
Blackford Oakes novels
The Blackford Oakes novels are a series of Cold War-era spy thrillers following the adventures of an American CIA agent navigating high-stakes international intrigue and political conflict.
-
B.
The Mystery Series
The Mystery Series is a classic set of British children's detective novels by Enid Blyton, following a group of young sleuths as they solve puzzling crimes and mysteries.
-
C.
Fred Saberhagen's Berserker series
Fred Saberhagen's Berserker series is a classic science fiction saga about relentless, self-replicating machines bent on exterminating all life in the galaxy.
-
D.
Charlie Heat
Charlie Heat is an American record producer known for his innovative, genre-blending work in hip-hop and R&B, including contributions to Kanye West’s music.
-
E.
Haystacks series
The Haystacks series is a group of Impressionist paintings by Claude Monet that depict stacks of harvested grain in varying light and weather conditions to explore the effects of atmosphere and time of day.
- 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: Robert C. Martin series Triple: [Clean Code: A Handbook of Agile Software Craftsmanship, partOfSeries, Robert C. Martin series]
Generated description
The Robert C. Martin series is a collection of influential software engineering books by Robert C. Martin that focus on clean code, agile practices, and professional software craftsmanship.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Robert C. Martin series Target entity description: The Robert C. Martin series is a collection of influential software engineering books by Robert C. Martin that focus on clean code, agile practices, and professional software craftsmanship.
-
A.
Blackford Oakes novels
The Blackford Oakes novels are a series of Cold War-era spy thrillers following the adventures of an American CIA agent navigating high-stakes international intrigue and political conflict.
-
B.
The Mystery Series
The Mystery Series is a classic set of British children's detective novels by Enid Blyton, following a group of young sleuths as they solve puzzling crimes and mysteries.
-
C.
Fred Saberhagen's Berserker series
Fred Saberhagen's Berserker series is a classic science fiction saga about relentless, self-replicating machines bent on exterminating all life in the galaxy.
-
D.
Charlie Heat
Charlie Heat is an American record producer known for his innovative, genre-blending work in hip-hop and R&B, including contributions to Kanye West’s music.
-
E.
Haystacks series
The Haystacks series is a group of Impressionist paintings by Claude Monet that depict stacks of harvested grain in varying light and weather conditions to explore the effects of atmosphere and time of day.
- 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.