Triple

T9395117
Position Surface form Disambiguated ID Type / Status
Subject Isabelle Huppert E226123 entity
Predicate spouse P13 FINISHED
Object Ronald Chammah
Ronald Chammah is a Lebanese-born French film director and producer, best known for his work in European cinema and his long-term collaboration and marriage with actress Isabelle Huppert.
E796611 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: Ronald Chammah | Statement: [Isabelle Huppert, spouse, Ronald Chammah]
NED1 Entity disambiguation (via context triple) gpt-5-mini-2025-08-07
Target entity: Ronald Chammah
Context triple: [Isabelle Huppert, spouse, Ronald Chammah]
  • A. Pandro S. Berman
    Pandro S. Berman was a prominent American film producer of Hollywood’s classic era, known for overseeing numerous successful MGM and RKO pictures.
  • B. William Chittick
    William Chittick is a prominent contemporary scholar of Islamic thought and Sufism, especially known for his extensive studies and translations of Ibn Arabi and related mystical traditions.
  • C. John Bahen
    John Bahen was a benefactor whose contributions to the University of Toronto led to the naming of the Bahen Centre for Information Technology in his honor.
  • D. Ricardo Kahn
    Ricardo Kahn is an individual notable enough to be recognized as a bearer of the surname Kahn, though specific widely known public details about him are not readily available.
  • E. Arthur Salz
    Arthur Salz was a German economist and academic known for his work in social and economic policy in the early 20th century.
  • 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: Ronald Chammah
Triple: [Isabelle Huppert, spouse, Ronald Chammah]
Generated description
Ronald Chammah is a Lebanese-born French film director and producer, best known for his work in European cinema and his long-term collaboration and marriage with actress Isabelle Huppert.
NED2 Entity disambiguation (via description) gpt-5-mini-2025-08-07
Target entity: Ronald Chammah
Target entity description: Ronald Chammah is a Lebanese-born French film director and producer, best known for his work in European cinema and his long-term collaboration and marriage with actress Isabelle Huppert.
  • A. Pandro S. Berman
    Pandro S. Berman was a prominent American film producer of Hollywood’s classic era, known for overseeing numerous successful MGM and RKO pictures.
  • B. William Chittick
    William Chittick is a prominent contemporary scholar of Islamic thought and Sufism, especially known for his extensive studies and translations of Ibn Arabi and related mystical traditions.
  • C. John Bahen
    John Bahen was a benefactor whose contributions to the University of Toronto led to the naming of the Bahen Centre for Information Technology in his honor.
  • D. Ricardo Kahn
    Ricardo Kahn is an individual notable enough to be recognized as a bearer of the surname Kahn, though specific widely known public details about him are not readily available.
  • E. Arthur Salz
    Arthur Salz was a German economist and academic known for his work in social and economic policy in the early 20th century.
  • 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_69ca842f7e3481908bf5bcf52e032dbd completed March 30, 2026, 2:09 p.m.
NER Named-entity recognition batch_69cd5112faa08190a8dd2c461d1e7a14 completed April 1, 2026, 5:08 p.m.
NED1 Entity disambiguation (via context triple) batch_69d10114e4d08190b4f465f9e56f9ffd completed April 4, 2026, 12:16 p.m.
NEDg Description generation batch_69d1026e6790819094e0573b7a775ebd completed April 4, 2026, 12:22 p.m.
NED2 Entity disambiguation (via description) batch_69d103365c9881909b458d4204a148c5 completed April 4, 2026, 12:25 p.m.
Created at: March 30, 2026, 7:45 p.m.