Triple
T22138017
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Peter L. Bernstein |
E547081
|
entity |
| Predicate | employer |
P7
|
FINISHED |
| Object | Peter L. Bernstein, Inc. |
—
|
NE NERFINISHED |
How this triple was built (2 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: Peter L. Bernstein, Inc. | Statement: [Peter L. Bernstein, employer, Peter L. Bernstein, Inc.]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Peter L. Bernstein, Inc. Context triple: [Peter L. Bernstein, employer, Peter L. Bernstein, Inc.]
-
A.
Peter L. Bernstein, Inc.
chosen
Peter L. Bernstein, Inc. is a financial consulting and economic research firm established by noted economist and author Peter L. Bernstein.
-
B.
Shapiro, Bernstein & Co.
Shapiro, Bernstein & Co. is an American music publishing company known for issuing popular songs and jazz standards throughout the 20th century.
-
C.
L.D. Astorino & Associates
L.D. Astorino & Associates is an American architecture firm known for designing major sports and institutional facilities, including the NFL’s Acrisure Stadium in Pittsburgh.
-
D.
M. Paul Friedberg and Partners
M. Paul Friedberg and Partners is a landscape architecture and urban design firm known for pioneering innovative, human-centered public spaces and playgrounds in dense urban environments.
-
E.
Bernard Geis Associates
Bernard Geis Associates was a mid-20th-century American publishing house known for releasing notable celebrity memoirs and popular nonfiction works.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69e11e3a95d88190a3bd80d9471976c3 |
completed | April 16, 2026, 5:36 p.m. |
| NER | Named-entity recognition | batch_69f129bb78bc8190b74af3a5f6a5348f |
completed | April 28, 2026, 9:42 p.m. |
Created at: April 16, 2026, 8:32 p.m.