Triple

T5934014
Position Surface form Disambiguated ID Type / Status
Subject Publicis Groupe E132000 entity
Predicate subsidiary P258 FINISHED
Object BBH (Bartle Bogle Hegarty)
BBH (Bartle Bogle Hegarty) is a renowned global advertising agency known for its creative, award-winning campaigns for major international brands.
 E556344 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: BBH (Bartle Bogle Hegarty) | Statement: [Publicis Groupe, subsidiary, BBH (Bartle Bogle Hegarty)]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: BBH (Bartle Bogle Hegarty)
Context triple: [Publicis Groupe, subsidiary, BBH (Bartle Bogle Hegarty)]
  • A. BBDO
    BBDO is a major global advertising agency network known for creating high-profile, award-winning campaigns for leading brands.
  • B. Ogilvy & Mather
    Ogilvy & Mather is a major global advertising agency known for its influential marketing campaigns and brand-building work for leading companies worldwide.
  • C. McCann Erickson
    McCann Erickson is a global advertising agency network known for creating major international marketing campaigns for leading brands.
  • D. Wolff Olins
    Wolff Olins is a global brand consultancy known for creating bold and sometimes controversial visual identities for major organizations and events.
  • E. Wunderman
    Wunderman is a global marketing and advertising agency known for its data-driven, digital-first campaigns and customer relationship management services.
  • 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: BBH (Bartle Bogle Hegarty)
Triple: [Publicis Groupe, subsidiary, BBH (Bartle Bogle Hegarty)]
Generated description
BBH (Bartle Bogle Hegarty) is a renowned global advertising agency known for its creative, award-winning campaigns for major international brands.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: BBH (Bartle Bogle Hegarty)
Target entity description: BBH (Bartle Bogle Hegarty) is a renowned global advertising agency known for its creative, award-winning campaigns for major international brands.
  • A. BBDO
    BBDO is a major global advertising agency network known for creating high-profile, award-winning campaigns for leading brands.
  • B. Ogilvy & Mather
    Ogilvy & Mather is a major global advertising agency known for its influential marketing campaigns and brand-building work for leading companies worldwide.
  • C. McCann Erickson
    McCann Erickson is a global advertising agency network known for creating major international marketing campaigns for leading brands.
  • D. Wolff Olins
    Wolff Olins is a global brand consultancy known for creating bold and sometimes controversial visual identities for major organizations and events.
  • E. Wunderman
    Wunderman is a global marketing and advertising agency known for its data-driven, digital-first campaigns and customer relationship management services.
  • 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_69c0085c55dc8190aa90e242c956e2fa completed March 22, 2026, 3:18 p.m.
NER Named-entity recognition batch_69c0389f6fc881909527b928838ffcdd completed March 22, 2026, 6:44 p.m.
NED1 Entity disambiguation (via context triple) batch_69c0c069e450819096b268637ffcd219 completed March 23, 2026, 4:24 a.m.
NEDg Description generation batch_69c0c46fabf081908484ba066c25187b completed March 23, 2026, 4:41 a.m.
NED2 Entity disambiguation (via description) batch_69c0c4f21528819093a36c07e2637446 completed March 23, 2026, 4:43 a.m.
Created at: March 22, 2026, 4 p.m.