Triple

T4995621
Position Surface form Disambiguated ID Type / Status
Subject Fitch Ratings E112238 entity
Predicate founder P104 FINISHED
Object John Knowles Fitch
John Knowles Fitch was an American financial analyst and entrepreneur best known for establishing the Fitch credit rating agency, one of the major global credit rating institutions.
E484908 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: John Knowles Fitch | Statement: [Fitch Ratings, founder, John Knowles Fitch]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: John Knowles Fitch
Context triple: [Fitch Ratings, founder, John Knowles Fitch]
  • A. Joseph Wharton
    Joseph Wharton was a 19th-century American industrialist and philanthropist whose fortune in mining and manufacturing helped shape modern business education.
  • B. Robert Fulton
    Robert Fulton was an American engineer and inventor best known for developing the first commercially successful steamboat in the early 19th century.
  • C. Edward C. Judson
    Edward C. Judson was an American businessman and film promoter best known as the first husband and early career manager of Hollywood star Rita Hayworth.
  • D. Frederick H. Billings
    Frederick H. Billings was a 19th-century American lawyer, financier, and president of the Northern Pacific Railway, known for his role in railroad expansion and conservation efforts in the American West.
  • E. Charles Ellet Jr.
    Charles Ellet Jr. was a 19th-century American civil engineer best known for pioneering long-span suspension bridges and innovative military engineering projects during the Civil War.
  • 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: John Knowles Fitch
Triple: [Fitch Ratings, founder, John Knowles Fitch]
Generated description
John Knowles Fitch was an American financial analyst and entrepreneur best known for establishing the Fitch credit rating agency, one of the major global credit rating institutions.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: John Knowles Fitch
Target entity description: John Knowles Fitch was an American financial analyst and entrepreneur best known for establishing the Fitch credit rating agency, one of the major global credit rating institutions.
  • A. Joseph Wharton
    Joseph Wharton was a 19th-century American industrialist and philanthropist whose fortune in mining and manufacturing helped shape modern business education.
  • B. Robert Fulton
    Robert Fulton was an American engineer and inventor best known for developing the first commercially successful steamboat in the early 19th century.
  • C. Edward C. Judson
    Edward C. Judson was an American businessman and film promoter best known as the first husband and early career manager of Hollywood star Rita Hayworth.
  • D. Frederick H. Billings
    Frederick H. Billings was a 19th-century American lawyer, financier, and president of the Northern Pacific Railway, known for his role in railroad expansion and conservation efforts in the American West.
  • E. Charles Ellet Jr.
    Charles Ellet Jr. was a 19th-century American civil engineer best known for pioneering long-span suspension bridges and innovative military engineering projects during the Civil War.
  • 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_69bd4432b32c81909f3b3c6bd10f0653 completed March 20, 2026, 12:57 p.m.
NER Named-entity recognition batch_69bd72a0122c8190bb2fc655f3bc11b0 completed March 20, 2026, 4:15 p.m.
NED1 Entity disambiguation (via context triple) batch_69be8a30bb988190939e1ca5226e1dd4 completed March 21, 2026, 12:08 p.m.
NEDg Description generation batch_69be8b15879881908ec5ee997daca3cb completed March 21, 2026, 12:12 p.m.
NED2 Entity disambiguation (via description) batch_69be8bc2fc088190a13995f9230adea2 completed March 21, 2026, 12:14 p.m.
Created at: March 20, 2026, 1:34 p.m.