Triple
T12698435
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Angolagate arms trafficking affair |
E303395
|
entity |
| Predicate | keyFigure |
P256
|
FINISHED |
| Object |
Loïk Le Floch-Prigent
Loïk Le Floch-Prigent is a French industrialist and former head of major state-owned companies, notably Elf Aquitaine, who became widely known for his involvement in high-profile financial and political scandals.
|
E997604
|
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: Loïk Le Floch-Prigent | Statement: [Angolagate arms trafficking affair, keyFigure, Loïk Le Floch-Prigent]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Loïk Le Floch-Prigent Context triple: [Angolagate arms trafficking affair, keyFigure, Loïk Le Floch-Prigent]
-
A.
Christophe Lourdelet
Christophe Lourdelet is a French animator and film director known for his work on major animated features, including co-directing the musical comedy film "Sing 2."
-
B.
Claude Guéant
Claude Guéant is a French civil servant and politician best known for serving as France’s Minister of the Interior and a close adviser to former President Nicolas Sarkozy.
-
C.
François Berléand
François Berléand is a French character actor known for his prolific film and television career, often portraying authoritative or world-weary figures in dramas and thrillers.
-
D.
Jean-Michel Ribes
Jean-Michel Ribes is a French playwright, director, and actor known for his satirical and innovative contributions to contemporary theater and television.
-
E.
Jean-Pierre Gillard
Jean-Pierre Gillard is a surrealist artist and writer associated with the historic Surrealist Group in Paris.
- 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: Loïk Le Floch-Prigent Triple: [Angolagate arms trafficking affair, keyFigure, Loïk Le Floch-Prigent]
Generated description
Loïk Le Floch-Prigent is a French industrialist and former head of major state-owned companies, notably Elf Aquitaine, who became widely known for his involvement in high-profile financial and political scandals.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Loïk Le Floch-Prigent Target entity description: Loïk Le Floch-Prigent is a French industrialist and former head of major state-owned companies, notably Elf Aquitaine, who became widely known for his involvement in high-profile financial and political scandals.
-
A.
Christophe Lourdelet
Christophe Lourdelet is a French animator and film director known for his work on major animated features, including co-directing the musical comedy film "Sing 2."
-
B.
Claude Guéant
Claude Guéant is a French civil servant and politician best known for serving as France’s Minister of the Interior and a close adviser to former President Nicolas Sarkozy.
-
C.
François Berléand
François Berléand is a French character actor known for his prolific film and television career, often portraying authoritative or world-weary figures in dramas and thrillers.
-
D.
Jean-Michel Ribes
Jean-Michel Ribes is a French playwright, director, and actor known for his satirical and innovative contributions to contemporary theater and television.
-
E.
Jean-Pierre Gillard
Jean-Pierre Gillard is a surrealist artist and writer associated with the historic Surrealist Group in Paris.
- 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_69d7bdef90d48190b46b88270e780946 |
completed | April 9, 2026, 2:55 p.m. |
| NER | Named-entity recognition | batch_69d961ed26588190ae76ff17159e06ec |
completed | April 10, 2026, 8:47 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69f671b066348190aedfe186fc4724f9 |
completed | May 2, 2026, 9:50 p.m. |
| NEDg | Description generation | batch_69f672d16f8881908c6d5cfed0b3ec3a |
completed | May 2, 2026, 9:55 p.m. |
| NED2 | Entity disambiguation (via description) | batch_69f67396fdac8190970068b2c39ad2f7 |
completed | May 2, 2026, 9:58 p.m. |
Created at: April 9, 2026, 5:22 p.m.