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.