Triple

T20364068
Position Surface form Disambiguated ID Type / Status
Subject social choice theory E496859 entity
Predicate developedBy P73 FINISHED
Object Hervé Moulin
Hervé Moulin is a prominent French economist and game theorist known for his influential contributions to social choice theory, mechanism design, and fair division.
E1446425 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: Hervé Moulin | Statement: [social choice theory, developedBy, Hervé Moulin]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Hervé Moulin
Context triple: [social choice theory, developedBy, Hervé Moulin]
  • A. Denis Ménochet
    Denis Ménochet is a French actor known for his intense screen presence in films such as Inglourious Basterds, Custody, and various international productions.
  • B. Michel Colombier
    Michel Colombier was a French composer, arranger, and conductor known for his work in film scores, pop, and jazz, collaborating with major artists and contributing to numerous Hollywood soundtracks.
  • C. Jean-Marie Bonnassieux
    Jean-Marie Bonnassieux was a 19th-century French sculptor known for his religious and monumental works in stone and bronze.
  • D. Hervé Villechaize
    Hervé Villechaize was a French-American actor best known for playing the character Tattoo on the television series "Fantasy Island."
  • E. Pierre Levent
    Pierre Levent is a cinematographer known for his work on the film "Le Soupirant."
  • 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: Hervé Moulin
Triple: [social choice theory, developedBy, Hervé Moulin]
Generated description
Hervé Moulin is a prominent French economist and game theorist known for his influential contributions to social choice theory, mechanism design, and fair division.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Hervé Moulin
Target entity description: Hervé Moulin is a prominent French economist and game theorist known for his influential contributions to social choice theory, mechanism design, and fair division.
  • A. Denis Ménochet
    Denis Ménochet is a French actor known for his intense screen presence in films such as Inglourious Basterds, Custody, and various international productions.
  • B. Michel Colombier
    Michel Colombier was a French composer, arranger, and conductor known for his work in film scores, pop, and jazz, collaborating with major artists and contributing to numerous Hollywood soundtracks.
  • C. Jean-Marie Bonnassieux
    Jean-Marie Bonnassieux was a 19th-century French sculptor known for his religious and monumental works in stone and bronze.
  • D. Hervé Villechaize
    Hervé Villechaize was a French-American actor best known for playing the character Tattoo on the television series "Fantasy Island."
  • E. Pierre Levent
    Pierre Levent is a cinematographer known for his work on the film "Le Soupirant."
  • 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_69e0b4a4f9b081908a5a021919c21ccb completed April 16, 2026, 10:06 a.m.
NER Named-entity recognition batch_69e6786fd0088190908187ab642344cc completed April 20, 2026, 7:03 p.m.
NED1 Entity disambiguation (via context triple) batch_6a08e03b053c81909623e9493dfc30a3 completed May 16, 2026, 9:23 p.m.
NEDg Description generation batch_6a08e0d409d48190bca2fb8c60b8ce08 completed May 16, 2026, 9:25 p.m.
NED2 Entity disambiguation (via description) batch_6a08e164ef8c8190b482f2cc0f43acce completed May 16, 2026, 9:28 p.m.
Created at: April 16, 2026, 11:26 a.m.