Triple
T14707331
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Michael Scofield |
E345459
|
entity |
| Predicate | employer |
P7
|
FINISHED |
| Object |
Middleton, Maxwell & Schaum
Middleton, Maxwell & Schaum is a fictional Chicago-based structural engineering firm featured in the TV series "Prison Break," where Michael Scofield works as an engineer.
|
E1115869
|
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: Middleton, Maxwell & Schaum | Statement: [Michael Scofield, employer, Middleton, Maxwell & Schaum]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Middleton, Maxwell & Schaum Context triple: [Michael Scofield, employer, Middleton, Maxwell & Schaum]
-
A.
Schlesinger & Mayer
Schlesinger & Mayer was a prominent Chicago department store whose flagship building later became known as the Sullivan Center.
-
B.
Foster & McElroy
Foster & McElroy is an American songwriting and production duo best known for their work in late-1980s and early-1990s R&B and new jack swing, including developing and producing acts like En Vogue.
-
C.
Murray & Stewart
Murray & Stewart was the original construction and engineering firm that later evolved into the major South African company Murray & Roberts.
-
D.
Harrison, Abramovitz & Abbe
Harrison, Abramovitz & Abbe was a prominent mid-20th-century American architectural firm known for designing major modernist skyscrapers and corporate buildings.
-
E.
Fowler & Wells
Fowler & Wells was a 19th-century American publishing firm best known for promoting phrenology and reform literature, including influential works on social and women's rights.
- 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: Middleton, Maxwell & Schaum Triple: [Michael Scofield, employer, Middleton, Maxwell & Schaum]
Generated description
Middleton, Maxwell & Schaum is a fictional Chicago-based structural engineering firm featured in the TV series "Prison Break," where Michael Scofield works as an engineer.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Middleton, Maxwell & Schaum Target entity description: Middleton, Maxwell & Schaum is a fictional Chicago-based structural engineering firm featured in the TV series "Prison Break," where Michael Scofield works as an engineer.
-
A.
Schlesinger & Mayer
Schlesinger & Mayer was a prominent Chicago department store whose flagship building later became known as the Sullivan Center.
-
B.
Foster & McElroy
Foster & McElroy is an American songwriting and production duo best known for their work in late-1980s and early-1990s R&B and new jack swing, including developing and producing acts like En Vogue.
-
C.
Murray & Stewart
Murray & Stewart was the original construction and engineering firm that later evolved into the major South African company Murray & Roberts.
-
D.
Harrison, Abramovitz & Abbe
Harrison, Abramovitz & Abbe was a prominent mid-20th-century American architectural firm known for designing major modernist skyscrapers and corporate buildings.
-
E.
Fowler & Wells
Fowler & Wells was a 19th-century American publishing firm best known for promoting phrenology and reform literature, including influential works on social and women's rights.
- 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_69d822e4a8c08190a155df736bb7bc13 |
completed | April 9, 2026, 10:06 p.m. |
| NER | Named-entity recognition | batch_69deb609965081908f654bcb9eaaa145 |
completed | April 14, 2026, 9:47 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69fdf08a81948190ab903e5b8bfb0c81 |
completed | May 8, 2026, 2:17 p.m. |
| NEDg | Description generation | batch_69fdf396b65c819088e2f350364fbfae |
completed | May 8, 2026, 2:30 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69fdf421390481909cb43aec3ef18d53 |
completed | May 8, 2026, 2:33 p.m. |
Created at: April 10, 2026, 1:28 a.m.