Triple

T12120723
Position Surface form Disambiguated ID Type / Status
Subject Andrew Frankel E288685 entity
Predicate employer P7 FINISHED
Object Stuart Frankel & Co.
Stuart Frankel & Co. is a brokerage and trading firm known for its institutional equity trading services.
 E962694 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: Stuart Frankel & Co. | Statement: [Andrew Frankel, employer, Stuart Frankel & Co.]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Stuart Frankel & Co.
Context triple: [Andrew Frankel, employer, Stuart Frankel & Co.]
  • A. Wertheim & Company
    Wertheim & Company was a prominent American investment banking and brokerage firm active in the mid-20th century financial industry.
  • B. Marcus Goldman & Co.
    Marcus Goldman & Co. was the original 19th-century commercial paper business founded by Marcus Goldman that later evolved into the global investment bank Goldman Sachs.
  • C. Schlesinger & Mayer
    Schlesinger & Mayer was a prominent Chicago department store whose flagship building later became known as the Sullivan Center.
  • D. Forstmann Little & Co.
    Forstmann Little & Co. was a prominent private equity firm known for its leveraged buyouts of major U.S. companies in the 1980s.
  • E. The Witkoff Group
    The Witkoff Group is a New York–based real estate investment and development firm known for acquiring, repositioning, and managing prominent commercial and residential properties.
  • 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: Stuart Frankel & Co.
Triple: [Andrew Frankel, employer, Stuart Frankel & Co.]
Generated description
Stuart Frankel & Co. is a brokerage and trading firm known for its institutional equity trading services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Stuart Frankel & Co.
Target entity description: Stuart Frankel & Co. is a brokerage and trading firm known for its institutional equity trading services.
  • A. Wertheim & Company
    Wertheim & Company was a prominent American investment banking and brokerage firm active in the mid-20th century financial industry.
  • B. Marcus Goldman & Co.
    Marcus Goldman & Co. was the original 19th-century commercial paper business founded by Marcus Goldman that later evolved into the global investment bank Goldman Sachs.
  • C. Schlesinger & Mayer
    Schlesinger & Mayer was a prominent Chicago department store whose flagship building later became known as the Sullivan Center.
  • D. Forstmann Little & Co.
    Forstmann Little & Co. was a prominent private equity firm known for its leveraged buyouts of major U.S. companies in the 1980s.
  • E. The Witkoff Group
    The Witkoff Group is a New York–based real estate investment and development firm known for acquiring, repositioning, and managing prominent commercial and residential properties.
  • 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_69d6ab4b5e4c81909950b17151eb0951 completed April 8, 2026, 7:23 p.m.
NER Named-entity recognition batch_69d91577a03c81909add7a5d7324a648 completed April 10, 2026, 3:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69f5f684172c81908b77daa243dc8ed8 completed May 2, 2026, 1:05 p.m.
NEDg Description generation batch_69f5fdea1afc8190b39557fdc571e300 completed May 2, 2026, 1:36 p.m.
NED2 Entity disambiguation (via description) batch_69f5feeeeb2081908191b1c2d1c2fbfd completed May 2, 2026, 1:41 p.m.
Created at: April 8, 2026, 9:49 p.m.