Triple

T4542649
Position Surface form Disambiguated ID Type / Status
Subject Emma Bloomberg E107570 entity
Predicate founded P104 FINISHED
Object Murphy & Partners
Murphy & Partners is a philanthropic consulting firm founded by Emma Bloomberg that advises donors and organizations on effective giving and social impact strategies.
 E451678 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: Murphy & Partners | Statement: [Emma Bloomberg, founded, Murphy & Partners]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Murphy & Partners
Context triple: [Emma Bloomberg, founded, Murphy & Partners]
  • A. Murray & Stewart
    Murray & Stewart was the original construction and engineering firm that later evolved into the major South African company Murray & Roberts.
  • B. Benson & Forsyth
    Benson & Forsyth is a British architectural practice known for its modernist and innovative public building designs, including major museum projects.
  • C. Seymour Harris Partnership
    Seymour Harris Partnership is a British architectural firm known for designing major public and commercial buildings, including prominent cultural venues.
  • D. Miller, Orton & Mulligan
    Miller, Orton & Mulligan was a 19th-century American publishing firm known for issuing significant works of abolitionist and reform literature.
  • E. Reilly & Britton
    Reilly & Britton was an early 20th-century American publishing house best known for issuing L. Frank Baum’s Oz books, including those featuring Princess Ozma.
  • 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: Murphy & Partners
Triple: [Emma Bloomberg, founded, Murphy & Partners]
Generated description
Murphy & Partners is a philanthropic consulting firm founded by Emma Bloomberg that advises donors and organizations on effective giving and social impact strategies.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Murphy & Partners
Target entity description: Murphy & Partners is a philanthropic consulting firm founded by Emma Bloomberg that advises donors and organizations on effective giving and social impact strategies.
  • A. Murray & Stewart
    Murray & Stewart was the original construction and engineering firm that later evolved into the major South African company Murray & Roberts.
  • B. Benson & Forsyth
    Benson & Forsyth is a British architectural practice known for its modernist and innovative public building designs, including major museum projects.
  • C. Seymour Harris Partnership
    Seymour Harris Partnership is a British architectural firm known for designing major public and commercial buildings, including prominent cultural venues.
  • D. Miller, Orton & Mulligan
    Miller, Orton & Mulligan was a 19th-century American publishing firm known for issuing significant works of abolitionist and reform literature.
  • E. Reilly & Britton
    Reilly & Britton was an early 20th-century American publishing house best known for issuing L. Frank Baum’s Oz books, including those featuring Princess Ozma.
  • 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_69bd43f922788190b7edfa294e39b178 completed March 20, 2026, 12:56 p.m.
NER Named-entity recognition batch_69bd57d3be988190bf118c4a87415613 completed March 20, 2026, 2:21 p.m.
NED1 Entity disambiguation (via context triple) batch_69bdb92eeaf081909a868825e3a878c7 completed March 20, 2026, 9:16 p.m.
NEDg Description generation batch_69bdbe9f0fec8190aa42177fcd1b0f51 completed March 20, 2026, 9:39 p.m.
NED2 Entity disambiguation (via description) batch_69bdbf59f97c8190a7669e6459c42f16 completed March 20, 2026, 9:42 p.m.
Created at: March 20, 2026, 1:04 p.m.