Triple

T22138001
Position Surface form Disambiguated ID Type / Status
Subject Peter L. Bernstein E547081 entity
Predicate founded P104 FINISHED
Object Peter L. Bernstein, Inc.
Peter L. Bernstein, Inc. is a financial consulting and economic research firm established by noted economist and author Peter L. Bernstein.
 E1521146 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: Peter L. Bernstein, Inc. | Statement: [Peter L. Bernstein, founded, 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, founded, Peter L. Bernstein, Inc.]
  • A. Shapiro, Bernstein & Co.
    Shapiro, Bernstein & Co. is an American music publishing company known for issuing popular songs and jazz standards throughout the 20th century.
  • B. 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.
  • C. 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.
  • D. Bernard Geis Associates
    Bernard Geis Associates was a mid-20th-century American publishing house known for releasing notable celebrity memoirs and popular nonfiction works.
  • E. Charles K. Feldman & Associates
    Charles K. Feldman & Associates was a prominent Hollywood talent agency and production company founded by influential film producer and agent Charles K. Feldman.
  • 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: Peter L. Bernstein, Inc.
Triple: [Peter L. Bernstein, founded, Peter L. Bernstein, Inc.]
Generated description
Peter L. Bernstein, Inc. is a financial consulting and economic research firm established by noted economist and author Peter L. Bernstein.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Peter L. Bernstein, Inc.
Target entity description: Peter L. Bernstein, Inc. is a financial consulting and economic research firm established by noted economist and author Peter L. Bernstein.
  • A. Shapiro, Bernstein & Co.
    Shapiro, Bernstein & Co. is an American music publishing company known for issuing popular songs and jazz standards throughout the 20th century.
  • B. 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.
  • C. 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.
  • D. Bernard Geis Associates
    Bernard Geis Associates was a mid-20th-century American publishing house known for releasing notable celebrity memoirs and popular nonfiction works.
  • E. Charles K. Feldman & Associates
    Charles K. Feldman & Associates was a prominent Hollywood talent agency and production company founded by influential film producer and agent Charles K. Feldman.
  • 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_69e11e3a95d88190a3bd80d9471976c3 completed April 16, 2026, 5:36 p.m.
NER Named-entity recognition batch_69f129bb78bc8190b74af3a5f6a5348f completed April 28, 2026, 9:42 p.m.
NED1 Entity disambiguation (via context triple) batch_6a0a96f864208190911b130fae80a5dc completed May 18, 2026, 4:35 a.m.
NEDg Description generation batch_6a0a97ae36248190b1f298e1a53cc08f completed May 18, 2026, 4:38 a.m.
NED2 Entity disambiguation (via description) batch_6a0a986ea4308190841bf3492a108192 completed May 18, 2026, 4:41 a.m.
Created at: April 16, 2026, 8:32 p.m.