Triple

T152084
Position Surface form Disambiguated ID Type / Status
Subject Fortune E3452 entity
Predicate producesRanking P4846 FINISHED
Object Best Companies to Work For
Best Companies to Work For is an annual list that highlights organizations recognized for exceptional workplace culture, employee satisfaction, and overall employment practices.
E18714 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: Best Companies to Work For | Statement: [Fortune, producesRanking, Best Companies to Work For]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Best Companies to Work For
Context triple: [Fortune, producesRanking, Best Companies to Work For]
  • A. Berkshire Hathaway
    Berkshire Hathaway is a multinational conglomerate holding company based in the United States, best known for its diverse portfolio of wholly owned businesses and large equity investments overseen by Warren Buffett.
  • B. Meredith Corporation
    Meredith Corporation was a major American media and marketing company best known for its portfolio of lifestyle magazines and television broadcasting assets.
  • C. Cox Enterprises
    Cox Enterprises is a major U.S. privately held media, communications, and automotive services conglomerate.
  • D. Groupe ADP
    Groupe ADP is a major French airport management company that owns and operates the Paris-area airports and provides aviation and related services worldwide.
  • E. Prudential Financial
    Prudential Financial is a major American financial services company best known for its life insurance, investment management, and retirement-related products.
  • 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: Best Companies to Work For
Triple: [Fortune, producesRanking, Best Companies to Work For]
Generated description
Best Companies to Work For is an annual list that highlights organizations recognized for exceptional workplace culture, employee satisfaction, and overall employment practices.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Best Companies to Work For
Target entity description: Best Companies to Work For is an annual list that highlights organizations recognized for exceptional workplace culture, employee satisfaction, and overall employment practices.
  • A. Berkshire Hathaway
    Berkshire Hathaway is a multinational conglomerate holding company based in the United States, best known for its diverse portfolio of wholly owned businesses and large equity investments overseen by Warren Buffett.
  • B. Meredith Corporation
    Meredith Corporation was a major American media and marketing company best known for its portfolio of lifestyle magazines and television broadcasting assets.
  • C. Cox Enterprises
    Cox Enterprises is a major U.S. privately held media, communications, and automotive services conglomerate.
  • D. Groupe ADP
    Groupe ADP is a major French airport management company that owns and operates the Paris-area airports and provides aviation and related services worldwide.
  • E. Prudential Financial
    Prudential Financial is a major American financial services company best known for its life insurance, investment management, and retirement-related products.
  • 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_69a252868de4819080e21c9938bfe8b6 completed Feb. 28, 2026, 2:27 a.m.
NER Named-entity recognition batch_69a25bab43608190ba5ebfbee6b5b6e4 completed Feb. 28, 2026, 3:06 a.m.
NED1 Entity disambiguation (via context triple) batch_69a2c93bbd508190b81527bd95c6e5f4 completed Feb. 28, 2026, 10:53 a.m.
NEDg Description generation batch_69a2c9c0108481908539e3d682278e21 completed Feb. 28, 2026, 10:56 a.m.
NED2 Entity disambiguation (via description) batch_69a2cd77c5b88190900911eaa7782651 completed Feb. 28, 2026, 11:11 a.m.
Created at: Feb. 28, 2026, 2:31 a.m.