Triple
T1353397
| Position | Surface form | Disambiguated ID | Type / Status |
|---|---|---|---|
| Subject | François Hollande |
E28932
|
entity |
| Predicate | headOfGovernmentDuringTerm |
P307
|
FINISHED |
| Object |
Bernard Cazeneuve
Bernard Cazeneuve is a French Socialist politician who served as Prime Minister of France from 2016 to 2017, after previously holding key ministerial posts including Minister of the Interior.
|
E166223
|
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: Bernard Cazeneuve | Statement: [François Hollande, headOfGovernmentDuringTerm, Bernard Cazeneuve]
NED1
Entity disambiguation (via context triple)
gpt-5-mini-2025-08-07
Target entity: Bernard Cazeneuve Context triple: [François Hollande, headOfGovernmentDuringTerm, Bernard Cazeneuve]
-
A.
Manuel Valls
Manuel Valls is a French politician who served as Prime Minister of France in the mid-2010s and was previously Minister of the Interior and a leading figure in the Socialist Party.
-
B.
Laurent Fabius
Laurent Fabius is a French Socialist politician who served as Prime Minister in the 1980s and later held key roles including Foreign Minister and President of the Constitutional Council.
-
C.
Jean-Marc Ayrault
Jean-Marc Ayrault is a French politician who served as Prime Minister of France from 2012 to 2014 under President François Hollande.
-
D.
Valérie Pécresse
Valérie Pécresse is a French center-right politician who has served as president of the Île-de-France regional council and was a prominent candidate in the 2022 French presidential election.
-
E.
François Chollet
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.
- 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: Bernard Cazeneuve Triple: [François Hollande, headOfGovernmentDuringTerm, Bernard Cazeneuve]
Generated description
Bernard Cazeneuve is a French Socialist politician who served as Prime Minister of France from 2016 to 2017, after previously holding key ministerial posts including Minister of the Interior.
NED2
Entity disambiguation (via description)
gpt-5-mini-2025-08-07
Target entity: Bernard Cazeneuve Target entity description: Bernard Cazeneuve is a French Socialist politician who served as Prime Minister of France from 2016 to 2017, after previously holding key ministerial posts including Minister of the Interior.
-
A.
Manuel Valls
Manuel Valls is a French politician who served as Prime Minister of France in the mid-2010s and was previously Minister of the Interior and a leading figure in the Socialist Party.
-
B.
Laurent Fabius
Laurent Fabius is a French Socialist politician who served as Prime Minister in the 1980s and later held key roles including Foreign Minister and President of the Constitutional Council.
-
C.
Jean-Marc Ayrault
Jean-Marc Ayrault is a French politician who served as Prime Minister of France from 2012 to 2014 under President François Hollande.
-
D.
Valérie Pécresse
Valérie Pécresse is a French center-right politician who has served as president of the Île-de-France regional council and was a prominent candidate in the 2022 French presidential election.
-
E.
François Chollet
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.
- 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_69a498571d248190a0ac9eb02d97097f |
completed | March 1, 2026, 7:49 p.m. |
| NER | Named-entity recognition | batch_69a4c26e916c8190b4b324df87f4c121 |
completed | March 1, 2026, 10:49 p.m. |
| NED1 | Entity disambiguation (via context triple) | batch_69ad08a7ed5c8190b9f99a6f4524eae8 |
completed | March 8, 2026, 5:27 a.m. |
| NEDg | Description generation | batch_69ad0bbf5d748190ae09c951d0bab9b6 |
completed | March 8, 2026, 5:40 a.m. |
| NED2 | Entity disambiguation (via description) | batch_69ad0c18e35481909c19c6888b322d78 |
completed | March 8, 2026, 5:41 a.m. |
Created at: March 1, 2026, 7:56 p.m.