Triple

T5934018
Position Surface form Disambiguated ID Type / Status
Subject Publicis Groupe E132000 entity
Predicate subsidiary P258 FINISHED
Object Epsilon
Epsilon is a major marketing and data analytics company known for its customer relationship management, data-driven marketing solutions, and digital advertising services.
 E556348 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: Epsilon | Statement: [Publicis Groupe, subsidiary, Epsilon]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07 
Target entity: Epsilon
Context triple: [Publicis Groupe, subsidiary, Epsilon]
  • A. Epsilon
    Epsilon is the fifth letter of the Greek alphabet, commonly used in mathematics and science to denote small quantities or error terms.
  • B. Epsilon I
    Epsilon I is an automotive platform developed by General Motors for front-wheel-drive and all-wheel-drive mid-size vehicles.
  • C. Zeta
    Zeta is the sixth letter of the Greek alphabet, corresponding roughly to the English "z" sound.
  • D. Zeta
    Zeta is a historical region in present-day Montenegro that once formed a medieval principality and early state precursor to the country.
  • E. Epsilons
    Epsilons was a California garage rock and punk band known for its raw, lo-fi sound and for featuring Ty Segall early in his career.
  • 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: Epsilon
Triple: [Publicis Groupe, subsidiary, Epsilon]
Generated description
Epsilon is a major marketing and data analytics company known for its customer relationship management, data-driven marketing solutions, and digital advertising services.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07 
Target entity: Epsilon
Target entity description: Epsilon is a major marketing and data analytics company known for its customer relationship management, data-driven marketing solutions, and digital advertising services.
  • A. Epsilon
    Epsilon is the fifth letter of the Greek alphabet, commonly used in mathematics and science to denote small quantities or error terms.
  • B. Epsilon I
    Epsilon I is an automotive platform developed by General Motors for front-wheel-drive and all-wheel-drive mid-size vehicles.
  • C. Zeta
    Zeta is the sixth letter of the Greek alphabet, corresponding roughly to the English "z" sound.
  • D. Zeta
    Zeta is a historical region in present-day Montenegro that once formed a medieval principality and early state precursor to the country.
  • E. Epsilons
    Epsilons was a California garage rock and punk band known for its raw, lo-fi sound and for featuring Ty Segall early in his career.
  • 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.