Triple

T8499654
Position Surface form Disambiguated ID Type / Status
Subject Raymond James Financial E201182 entity
Predicate hasDivision P35 FINISHED
Object Raymond James & Associates
Raymond James & Associates is a major U.S.-based broker-dealer and investment advisory firm that serves as the primary retail and institutional securities arm of Raymond James Financial.
 E737913 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: Raymond James & Associates | Statement: [Raymond James Financial, hasDivision, Raymond James & Associates]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Raymond James & Associates
Context triple: [Raymond James Financial, hasDivision, Raymond James & Associates]
  • A. Cantor Fitzgerald
    Cantor Fitzgerald is a New York–based financial services firm and brokerage known for its bond trading operations and for suffering devastating losses in the September 11, 2001 attacks.
  • B. Caplin & Drysdale
    Caplin & Drysdale is a prominent Washington, D.C.–based law firm known for its expertise in tax, bankruptcy, and political law.
  • C. Shearson Loeb Rhoades
    Shearson Loeb Rhoades was a major American investment banking and brokerage firm that became one of Wall Street’s largest retail brokerage houses before being acquired and absorbed through a series of financial industry mergers.
  • D. Calvert Research and Management
    Calvert Research and Management is an investment management firm known for its focus on responsible and sustainable investing, operating as a subsidiary of Morgan Stanley.
  • E. Allen & Company
    Allen & Company is a private investment bank and financial advisory firm known for its work with media, technology, and entertainment companies, as well as its exclusive annual Sun Valley Conference.
  • 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: Raymond James & Associates
Triple: [Raymond James Financial, hasDivision, Raymond James & Associates]
Generated description
Raymond James & Associates is a major U.S.-based broker-dealer and investment advisory firm that serves as the primary retail and institutional securities arm of Raymond James Financial.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Raymond James & Associates
Target entity description: Raymond James & Associates is a major U.S.-based broker-dealer and investment advisory firm that serves as the primary retail and institutional securities arm of Raymond James Financial.
  • A. Cantor Fitzgerald
    Cantor Fitzgerald is a New York–based financial services firm and brokerage known for its bond trading operations and for suffering devastating losses in the September 11, 2001 attacks.
  • B. Caplin & Drysdale
    Caplin & Drysdale is a prominent Washington, D.C.–based law firm known for its expertise in tax, bankruptcy, and political law.
  • C. Shearson Loeb Rhoades
    Shearson Loeb Rhoades was a major American investment banking and brokerage firm that became one of Wall Street’s largest retail brokerage houses before being acquired and absorbed through a series of financial industry mergers.
  • D. Calvert Research and Management
    Calvert Research and Management is an investment management firm known for its focus on responsible and sustainable investing, operating as a subsidiary of Morgan Stanley.
  • E. Allen & Company
    Allen & Company is a private investment bank and financial advisory firm known for its work with media, technology, and entertainment companies, as well as its exclusive annual Sun Valley Conference.
  • 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_69ca831fe47c8190b5c57b456d2aefa0 completed March 30, 2026, 2:05 p.m.
NER Named-entity recognition batch_69cbe5984d7481908c41c57bef9cf254 completed March 31, 2026, 3:17 p.m.
NED1 Entity disambiguation (via context triple) batch_69ce4e14c3d081908e98d5d7ad74716d completed April 2, 2026, 11:08 a.m.
NEDg Description generation batch_69ce4f587a7081908c357f82bc28a1aa completed April 2, 2026, 11:13 a.m.
NED2 Entity disambiguation (via description) batch_69ce5059e0f48190b8ff08253337f430 completed April 2, 2026, 11:17 a.m.
Created at: March 30, 2026, 6:14 p.m.