Triple

T12564133
Position Surface form Disambiguated ID Type / Status
Subject Havas E295423 entity
Predicate hasSubsidiary P254 FINISHED
Object Arnold Worldwide
Arnold Worldwide is a global creative advertising agency known for developing integrated marketing campaigns for major consumer brands.
E991302 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: Arnold Worldwide | Statement: [Havas, hasSubsidiary, Arnold Worldwide]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Arnold Worldwide
Context triple: [Havas, hasSubsidiary, Arnold Worldwide]
  • A. Leo Burnett Worldwide
    Leo Burnett Worldwide is a globally recognized advertising agency network known for its creative brand campaigns and iconic marketing characters.
  • B. Wunderman
    Wunderman is a global marketing and advertising agency known for its data-driven, digital-first campaigns and customer relationship management services.
  • C. J. Walter Thompson Worldwide
    J. Walter Thompson Worldwide is one of the oldest and most influential global advertising agencies, known for pioneering many modern advertising practices and campaigns.
  • D. Effie Worldwide
    Effie Worldwide is a global nonprofit organization that champions and recognizes marketing effectiveness through its internationally respected Effie Awards and related thought leadership initiatives.
  • E. Ogilvy & Mather
    Ogilvy & Mather is a major global advertising agency known for its influential marketing campaigns and brand-building work for leading companies worldwide.
  • 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: Arnold Worldwide
Triple: [Havas, hasSubsidiary, Arnold Worldwide]
Generated description
Arnold Worldwide is a global creative advertising agency known for developing integrated marketing campaigns for major consumer brands.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Arnold Worldwide
Target entity description: Arnold Worldwide is a global creative advertising agency known for developing integrated marketing campaigns for major consumer brands.
  • A. Leo Burnett Worldwide
    Leo Burnett Worldwide is a globally recognized advertising agency network known for its creative brand campaigns and iconic marketing characters.
  • B. Wunderman
    Wunderman is a global marketing and advertising agency known for its data-driven, digital-first campaigns and customer relationship management services.
  • C. J. Walter Thompson Worldwide
    J. Walter Thompson Worldwide is one of the oldest and most influential global advertising agencies, known for pioneering many modern advertising practices and campaigns.
  • D. Effie Worldwide
    Effie Worldwide is a global nonprofit organization that champions and recognizes marketing effectiveness through its internationally respected Effie Awards and related thought leadership initiatives.
  • E. Ogilvy & Mather
    Ogilvy & Mather is a major global advertising agency known for its influential marketing campaigns and brand-building work for leading companies worldwide.
  • 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_69d6ad9cac2c81908e8a7bed82d1e21d completed April 8, 2026, 7:33 p.m.
NER Named-entity recognition batch_69d95494ae1c81908b9ee14b8ef92a65 completed April 10, 2026, 7:50 p.m.
NED1 Entity disambiguation (via context triple) batch_69f6558da7e0819086860bfaf394e2d8 completed May 2, 2026, 7:50 p.m.
NEDg Description generation batch_69f65a0f1b2881908a7cb21c9de1a5c2 completed May 2, 2026, 8:09 p.m.
NED2 Entity disambiguation (via description) batch_69f65ad4424c8190933759cca5d73c22 completed May 2, 2026, 8:13 p.m.
Created at: April 8, 2026, 11:49 p.m.