Triple
T18178201
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | Deep Learning with Python |
E435216
|
entity |
| Predicate | author |
P4
|
FINISHED |
| Object | François Chollet |
—
|
NE NERFINISHED |
How this triple was built (2 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: François Chollet | Statement: [Deep Learning with Python, author, François Chollet]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: François Chollet Context triple: [Deep Learning with Python, author, François Chollet]
-
A.
François Chollet
chosen
François Chollet is a French software engineer and AI researcher best known as the creator of the Keras deep learning library and a prominent advocate for practical, human-centric machine learning.
-
B.
François de Clermont-Tonnerre
François de Clermont-Tonnerre was a 17th-century French Roman Catholic prelate and nobleman who served as a prominent bishop and political figure under the Ancien Régime.
-
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.
François Ortalo-Magné
François Ortalo-Magné is a French economist and academic leader known for serving as the dean of London Business School.
-
E.
Yannick Jadot
Yannick Jadot is a French environmentalist politician and Member of the European Parliament known for representing the Green movement in national and European politics.
- F. None of above.
- G. Unsure - the case is ambiguous/there is not enough information to decide.
Provenance (2 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_69d8b90c7ec081909b4694ccecb449c6 |
completed | April 10, 2026, 8:47 a.m. |
| NER | Named-entity recognition | batch_69e4df5b68f081908aac8210270f1499 |
completed | April 19, 2026, 1:57 p.m. |
Created at: April 10, 2026, 10:31 a.m.